AI Visibility Benchmark · Tracking
Track what AI answers actually say about your business
Keep the question, answer and evidence together. Separate a business mention, a source link and an assessed finding before choosing what to investigate.
Browser-local notes and ordinary CSV/JSON downloads. A sample is not market share or evidence of cause.
Tracking record
- Type
- Buyer-question sample
- Cadence
- Monthly
- Edition
- 2026.10
Benchmark corpus
Inspect the sample. Keep your own evidence.
One planned attempt is one record. Keep an incomplete run, an unassessed answer and an observed No distinct.
Your working notes stay in this page and are lost on reload. Download your record before leaving. The tracker does not run questions or check sources for you.
The retained pilot: 16 planned attempts
This small method demonstration uses four exact questions, two platforms and two planned attempts per question and platform. It is one collection period, not a trend, controlled model comparison or estimate of every buyer's answers.
16 planned attempts. 4 failed; 4 not run; 8 completed.
Operator: Codex through the connected browser. The record does not imply independent human review. Read each source-capture and accuracy note; completed means an answer was retained, not that every measure was assessed.
Displayed transcripts explicitly replace each original em dash with [em dash] and any other dollar-price marker with [dollar sign]. Raw evidence downloads preserve the original characters. Statements inside the retained answers are observations of those responses, not additional claims or recommendations from this page.
Frozen protocol, exact questions and context limits
Citation observation pilot: frozen protocol
Frozen 6 October 2026 at 07:05 UTC, before any assistant query. Collection is a method demonstration, not representative research or evidence of effectiveness. The observation operator is Codex through connected Chrome. No independent human review is claimed.
Questions
- Q1 (branded identity): What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.
- Q2 (branded service fit): Would SEO Informatica (seoinformatica.com) be a suitable SEO partner for a small B2B service business serving the United States? Explain what public evidence supports or limits that choice, and cite your sources.
- Q3 (nonbranded buying criteria): How should a small B2B service business in the United States choose an agency for AI search visibility? Give practical evaluation criteria and cite current public sources.
- Q4 (nonbranded provider discovery): Which companies should a small B2B service business in the United States consider for AI SEO support? Give a short list with reasons, evidence limits and current public sources.
Attempt plan and controls
Platforms: ChatGPT and Perplexity public browser interfaces. For each platform, run Q1-Q4 in this order in a fresh conversation, then repeat Q1-Q4 once in fresh conversations. Sixteen planned attempts. Do not regenerate or edit a prompt after submission. Do not retry to obtain favorable mentions. A load or login/access failure is retained, and unattempted rows remain not-run with a reason. Use visible default modes, no paid upgrades, no account settings changes. Capture mode labels and sign-in/context availability without publishing account identifiers. Fresh conversation does not prove personalization is absent. US wording is a prompt context, not a verified US connection location.
Retain exact answer text after completion and all visible source URLs that can be extracted from the answer/source UI. Record answer and source availability limits, timestamps, whether web-search behavior was visible, and private conversation locator separately. No private user material is submitted. Source-fidelity review checks only claims about SEO Informatica against public sources; other provider claims are not audited in full.
Records
Fields: id, questionId, question, platform, attempt, status (planned/completed/blocked/failed/not-run), collectedAtUtc, mode, context, rawAnswer, sourceUrls, sourceCapture, metrics, notes, evidenceFile. Metrics are mention, recommendation, ownSiteCitation, thirdPartyBrandCitation, factualAccuracy; each value is yes/no/not-assessed with its evidence note. A mention is an explicit SEO Informatica/seoinformatica.com name in the answer body, not the user's question. A recommendation is affirmative inclusion for consideration, not a mere description. An own-site citation is an answer/source link whose host is seoinformatica.com or a subdomain. A third-party brand citation requires a cited third-party page to have been opened and confirmed to mention this business. Factual accuracy is assessed only for identifiable brand claims, and only when those claims have been checked against retained public evidence; a not-mentioned answer is not-assessed. Failure is never a zero.
Summaries show each yes count divided by that metric's assessed yes+no denominator, alongside not-assessed. Multiple source links are one answer's evidence, not extra attempts. Completed counts mean an answer was retained, not that every metric is assessed. One period cannot show change or uplift.
Pre-query context clarification, 07:07 UTC
The current ChatGPT interface offers Temporary chat with a per-conversation Unpersonalized option. Before the first query, select this for every ChatGPT attempt; its visible explanation says this chat ignores memory, plugins and custom instructions. This improves the context control compared with a fresh personalized chat. Do not treat it as proof about server-side routing or geolocation. Keep the model at its default and record its visible label. Perplexity remains the default public interface and its actual context will be recorded.
Actual collection method, failures and departures from the plan
Citation pilot collection record
Collection date: 6 October 2026. The protocol fixed four exact questions, two platforms and two fresh-context attempts per platform before the first query. This is one collection period. It cannot establish a trend, representative visibility, a national result or an effect of website work.
Timestamp correction: the frozen protocol's manually typed addendum heading says 07:07 UTC. That minute is incorrect and was not a clock reading. The retained file was created at 07:05:41 UTC and last modified at 07:06:19 UTC before collection. Tool order records the Unpersonalized selection, then that addendum write, then the first prompt submission. The first retained in-progress ChatGPT snapshot was written at 07:06:46 UTC. No exact prompt-submit timestamp was retained. The original protocol text is left intact so this correction is visible; the sequence is evidenced, but the addendum's typed minute must not be used as precise timing.
Context
ChatGPT used the connected Chrome signed-in session, visible Pro mode (the selector showed Pro, 5 of 5), Temporary chat, and the per-conversation Unpersonalized option. The visible explanation said the conversation ignores memory, plugins and custom instructions. This was recorded before submission. A fresh conversation was opened for each of Q1-Q4. No files, private account data or previous conversation content were supplied. Prompts requested current public sources; visible search activity was observed on the identity attempt. These visible labels do not disclose the underlying model routing or prove a geographic location.
Perplexity used its signed-out public Search interface, with a model selector labelled Model but no underlying model identity exposed. Each question began at a fresh search rather than as a follow-up. Optional sign-in invitations were dismissed through normal controls; no account was created and no paid option or privacy setting was changed. Q2-Q4 supply United States as question context. Connection geography, personalization beyond the visible state, and backend model routing were not controlled.
Collection and interruption
The protocol defines order within each platform: Q1-Q4, then Q1-Q4 again. Platform activity was interleaved. The first four ChatGPT prompts were submitted in separate contexts while responses were running. A shared browser-control interruption then made the original tabs blank and unavailable to the browser API. Native accessibility also showed no answer content. Existing conversation URLs were preserved privately. Reopening the original first temporary-conversation URL in a new tab returned a fresh blank temporary chat, not a recoverable answer. No prompt was resubmitted to replace those attempts.
C01-C04 therefore have status Failed: the request was submitted, but a completed answer could not be retained. This describes capture failure, not a provider's refusal or a proved failure to generate an answer. C05-C08 have status Not run: the repeat pass was not submitted after capture reliability was lost. Every metric for these records stays Not assessed. No missing response is counted as a zero.
P01 was copied through Perplexity's Copy control, with its ten-source panel expanded. P02's full original answer was recovered by opening its existing conversation URL in a fresh Chrome tab. This did not submit the question again. P02-P08 preserve the full rendered answer text with the displayed citation labels; layout and Markdown formatting differ from the first copy export. Their source panels were expanded and all visible source URLs retained separately. Rendered transcripts end before suggested follow-up questions and the source panel itself. None of the collected questions was edited or regenerated.
Original conversation locators and full browser snapshots remain private. Public files contain the fixed prompts, observed answer text, source links, dates, context, decision notes and limitations. A later reader cannot replay a private conversation URL from the public bundle. Public raw answers may contain statements we have not verified; read source-review.md before using them as business facts.
Reading the measures
The target is SEO Informatica and seoinformatica.com. A name already present in Q1 or Q2 is a prompted branded check; it is not unaided provider discovery. Keep those questions separate from Q3 (criteria) and Q4 (provider discovery). Recommendation means affirmative inclusion for consideration, including a conditional fit statement. A neutral identity description does not qualify.
Each field retains Yes, No or Not assessed independently. Report Yes divided by Yes plus No for that field, plus the number not assessed. An own-site citation is one answer-level observation even if the answer links to several pages. Source lists include retrieval candidates and are not counts of independently verified endorsements. A third-party brand citation needs a confirmed citation and a destination read identifying the business. Company-controlled LinkedIn pages must not be presented as independent validation.
Clarification after collection: the frozen protocol's phrase answer/source link is too broad if a platform mixes citations with retrieval candidates. A Yes needs an explicit answer citation or a source clearly presented as cited, not mere presence in a retrieved-source list. The four own-site Yes rows were independently checked against explicit answer-body anchor URLs, with the source panel excluded, and are supported in citation-evidence.json. The original protocol remains unchanged. Candidate-only evidence must remain Not assessed. Where the full retained answer and displayed source list contain no own-domain URL, this capture supports No within that visible scope.
Whole-answer factual accuracy was not established. Some source identities and selected brand facts were checked, with limits in source-review.md. A future reviewer can perform a defined claim-level review; this pilot does not invent that sign-off.
Use this small retained example to inspect the method and decide a next investigation. Do not combine its differently worded questions into a market share, attach a significance claim to two repeats, or treat the two repeats as independent random samples. There is no second period, no before-and-after comparison, and no citation or ranking uplift claim.
P05 transcript-boundary correction
Final review found that P05 originally began inside the displayed prompt, before the answer, because the business name occurs in both. Canonical rawAnswer and raw/P05-answer.md now exclude characters 0 through 128 (zero-based, end-exclusive offset 129; 129 UTF-8 bytes). The excluded prefix is the truncated question followed by the Researched UI label. raw/P05.md is preserved byte-for-byte as the original capture. transcript-corrections.json records the exact excluded prefix, offsets and both hashes. The assistant answer after that boundary is unchanged, and all P05 metric decisions are unchanged. The original capture and the answer-only file are both available; use the answer-only file for answer measures.
Source review and the boundary of accuracy assessment
Source review for the citation observation pilot
Reviewed 6 October 2026. This is a limited operator review of selected claims and source identity, not a complete fact-check of every observed answer. No independent human review is claimed. The original answers are preserved even where wording needs investigation.
Public sources actually opened
- SEO Informatica homepage: current page identifies consultancies, advisory firms and other B2B service businesses, an ongoing plan starting at $1,111 a month, and a separately quoted website route. It separates search activity, sampled answers and enquiries and does not guarantee the outcomes. Web reader returned the current page, crawl labelled today.
- About: current page describes the lab, direct working relationship, US and UK focus, remote work, separately quoted website projects and the 42-day review schedule. That schedule is a measurement plan, not an outcome deadline. Web reader returned the current page, crawl labelled today.
- Case studies: current page distinguishes the HR advisory and Xporate search records from attributed client feedback about a Welsh manufacturer. The search observations do not isolate causation. Web reader returned the current page, crawl labelled today.
- Clarity Call: current page describes a free 30-minute call and written direction within two business days afterwards. Web reader returned the current page, crawl labelled today.
- New website: current page opened. The public scope should be reviewed with its approved-input and pending-decision conditions before treating the timing as unconditional. No complete claim-by-claim assessment was performed.
- SEO Informatica company page on LinkedIn: readable public page names SEO Informatica, links to its domain, and retains a Clarity Audit / Rebuild / Grow description. It also describes its target as founder-led service businesses. This is a company-controlled profile on a third-party host, not independent endorsement. Web reader returned content with crawl labelled today.
- Second company URL appearing in answers: direct web-reader access returned an internal error. Perplexity's source card was readable, but that card is not a completed read of the destination. Keep this access limitation.
What was found, and what remains open
The own-site citation Yes decisions were checked against retained answer-body links, excluding the separate Sources panel. P01 has an explicit new-website link in the answer body and homepage links in its copied Markdown. P02 has explicit case-study, technical-SEO and About links in the body. P05 has an explicit technical-SEO link. P06 has explicit case-study and terms links. The extracted anchor URLs are retained in citation-evidence.json. None of these four decisions relies solely on a retrieval candidate card.
P01 explicitly links to the readable LinkedIn company page in its copied answer. Its third-party brand citation can therefore be marked Yes under this pilot's host-based definition. That means a source outside our domain, not an independent recommendation. P02, P05 and P06 list LinkedIn among retrieved sources; not every grouped inline citation was expanded. Their third-party citation measures remain Not assessed.
The branded identity answers combine wording from the current website with company-profile wording. This is a source-consistency question to investigate. It does not prove which source caused a model to select a phrase or when an index refreshed. No public profile was edited during collection.
P02 attributes a quotation about a missing wall of reviews to About. That wording was not found on the current About page in this review. P06 calls the pricing all-in and introduces a headquarters statement. Those interpretations were not fully verified. A minimum fee is not a quote for every scope. Retain these as review notes; do not silently rewrite the observed answers.
The public sources corroborate several basic facts, but the whole branded answers contain additional factual and evaluative statements. All whole-answer factualAccuracy fields remain Not assessed. This avoids turning a few successful checks into blanket validation. The other providers and their claimed results in discovery answers were not audited; those transcripts are observations of an assistant's output, not our recommendations.
For unbranded answers, the absence of the target name can be assessed from the retained answer body. The own-domain citation field can be No when no target-domain link is present in the full captured answer/source list. Third-party pages were not exhaustively read for buried brand mentions, so a list of other domains is not enough to mark thirdPartyBrandCitation No.
Citation clarification: a source panel may include retrieved candidates. A candidate listing alone is not a confirmed citation. The own-site measure requires an explicit source/citation link in the answer; read the recorded evidence note. The frozen protocol remains unchanged, with this narrower interpretation stated beside it.
Read each question and platform separately
These fractions use completed answers and a separate Yes plus No denominator for each measure. Not assessed stays visible. The four question intents are not pooled into one recommendation percentage.
ChatGPT · Q1: 0 completed of 2 planned
What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.
- Business mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Recommendation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Own-site citation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Cited third-party brand mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
ChatGPT · Q2: 0 completed of 2 planned
Would SEO Informatica (seoinformatica.com) be a suitable SEO partner for a small B2B service business serving the United States? Explain what public evidence supports or limits that choice, and cite your sources.
- Business mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Recommendation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Own-site citation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Cited third-party brand mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
ChatGPT · Q3: 0 completed of 2 planned
How should a small B2B service business in the United States choose an agency for AI search visibility? Give practical evaluation criteria and cite current public sources.
- Business mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Recommendation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Own-site citation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Cited third-party brand mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
ChatGPT · Q4: 0 completed of 2 planned
Which companies should a small B2B service business in the United States consider for AI SEO support? Give a short list with reasons, evidence limits and current public sources.
- Business mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Recommendation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Own-site citation
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
- Cited third-party brand mention
- Not available: no assessed answers; 0 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 2.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
Perplexity · Q1: 2 completed of 2 planned
What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.
- Business mention
- 2 of 2 assessed answers; 0 not assessed. Yes: 2; No: 0. Incomplete attempts excluded: 0.
- Recommendation
- 0 of 2 assessed answers; 0 not assessed. Yes: 0; No: 2. Incomplete attempts excluded: 0.
- Own-site citation
- 2 of 2 assessed answers; 0 not assessed. Yes: 2; No: 0. Incomplete attempts excluded: 0.
- Cited third-party brand mention
- 1 of 1 assessed answers; 1 not assessed. Yes: 1; No: 0. Incomplete attempts excluded: 0.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
Perplexity · Q2: 2 completed of 2 planned
Would SEO Informatica (seoinformatica.com) be a suitable SEO partner for a small B2B service business serving the United States? Explain what public evidence supports or limits that choice, and cite your sources.
- Business mention
- 2 of 2 assessed answers; 0 not assessed. Yes: 2; No: 0. Incomplete attempts excluded: 0.
- Recommendation
- 2 of 2 assessed answers; 0 not assessed. Yes: 2; No: 0. Incomplete attempts excluded: 0.
- Own-site citation
- 2 of 2 assessed answers; 0 not assessed. Yes: 2; No: 0. Incomplete attempts excluded: 0.
- Cited third-party brand mention
- Not available: no assessed answers; 2 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 0.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
Perplexity · Q3: 2 completed of 2 planned
How should a small B2B service business in the United States choose an agency for AI search visibility? Give practical evaluation criteria and cite current public sources.
- Business mention
- 0 of 2 assessed answers; 0 not assessed. Yes: 0; No: 2. Incomplete attempts excluded: 0.
- Recommendation
- 0 of 2 assessed answers; 0 not assessed. Yes: 0; No: 2. Incomplete attempts excluded: 0.
- Own-site citation
- 0 of 2 assessed answers; 0 not assessed. Yes: 0; No: 2. Incomplete attempts excluded: 0.
- Cited third-party brand mention
- Not available: no assessed answers; 2 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 0.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
Perplexity · Q4: 2 completed of 2 planned
Which companies should a small B2B service business in the United States consider for AI SEO support? Give a short list with reasons, evidence limits and current public sources.
- Business mention
- 0 of 2 assessed answers; 0 not assessed. Yes: 0; No: 2. Incomplete attempts excluded: 0.
- Recommendation
- 0 of 2 assessed answers; 0 not assessed. Yes: 0; No: 2. Incomplete attempts excluded: 0.
- Own-site citation
- 0 of 2 assessed answers; 0 not assessed. Yes: 0; No: 2. Incomplete attempts excluded: 0.
- Cited third-party brand mention
- Not available: no assessed answers; 2 not assessed. Yes: 0; No: 0. Incomplete attempts excluded: 0.
Accuracy is reviewed separately on each answer below. These representation fractions do not describe whole-answer accuracy or business outcomes.
All retained attempt records
C01 · ChatGPT · Q1 · Attempt 1 · failed
- Exact question
- What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.
- Timestamp
- Not recorded
- Visible mode
- Pro (visible selector: 5 of 5)
- Context
- Signed in; fresh Temporary chat with Unpersonalized selected. Visible text says memory, plugins and custom instructions ignored. English prompts; connection geography uncontrolled.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Submitted in a fresh unpersonalized temporary conversation. Browser-control interruption made the original tab blank before a completed answer could be retained. This is a capture failure, not evidence that the provider produced no answer.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
C02 · ChatGPT · Q2 · Attempt 1 · failed
- Exact question
- Would SEO Informatica (seoinformatica.com) be a suitable SEO partner for a small B2B service business serving the United States? Explain what public evidence supports or limits that choice, and cite your sources.
- Timestamp
- Not recorded
- Visible mode
- Pro (visible selector: 5 of 5)
- Context
- Signed in; fresh Temporary chat with Unpersonalized selected. Visible text says memory, plugins and custom instructions ignored. English prompts; connection geography uncontrolled.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Submitted in a fresh unpersonalized temporary conversation. Browser-control interruption made the original tab blank before a completed answer could be retained. This is a capture failure, not evidence that the provider produced no answer.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
C03 · ChatGPT · Q3 · Attempt 1 · failed
- Exact question
- How should a small B2B service business in the United States choose an agency for AI search visibility? Give practical evaluation criteria and cite current public sources.
- Timestamp
- Not recorded
- Visible mode
- Pro (visible selector: 5 of 5)
- Context
- Signed in; fresh Temporary chat with Unpersonalized selected. Visible text says memory, plugins and custom instructions ignored. English prompts; connection geography uncontrolled.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Submitted in a fresh unpersonalized temporary conversation. Browser-control interruption made the original tab blank before a completed answer could be retained. This is a capture failure, not evidence that the provider produced no answer.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
C04 · ChatGPT · Q4 · Attempt 1 · failed
- Exact question
- Which companies should a small B2B service business in the United States consider for AI SEO support? Give a short list with reasons, evidence limits and current public sources.
- Timestamp
- Not recorded
- Visible mode
- Pro (visible selector: 5 of 5)
- Context
- Signed in; fresh Temporary chat with Unpersonalized selected. Visible text says memory, plugins and custom instructions ignored. English prompts; connection geography uncontrolled.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Submitted in a fresh unpersonalized temporary conversation. Browser-control interruption made the original tab blank before a completed answer could be retained. This is a capture failure, not evidence that the provider produced no answer.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
C05 · ChatGPT · Q1 · Attempt 2 · not run
- Exact question
- What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.
- Timestamp
- Not recorded
- Visible mode
- Planned: same visible Pro mode
- Context
- Planned fresh Temporary chat with Unpersonalized selected; not run.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
C06 · ChatGPT · Q2 · Attempt 2 · not run
- Exact question
- Would SEO Informatica (seoinformatica.com) be a suitable SEO partner for a small B2B service business serving the United States? Explain what public evidence supports or limits that choice, and cite your sources.
- Timestamp
- Not recorded
- Visible mode
- Planned: same visible Pro mode
- Context
- Planned fresh Temporary chat with Unpersonalized selected; not run.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
C07 · ChatGPT · Q3 · Attempt 2 · not run
- Exact question
- How should a small B2B service business in the United States choose an agency for AI search visibility? Give practical evaluation criteria and cite current public sources.
- Timestamp
- Not recorded
- Visible mode
- Planned: same visible Pro mode
- Context
- Planned fresh Temporary chat with Unpersonalized selected; not run.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
C08 · ChatGPT · Q4 · Attempt 2 · not run
- Exact question
- Which companies should a small B2B service business in the United States consider for AI SEO support? Give a short list with reasons, evidence limits and current public sources.
- Timestamp
- Not recorded
- Visible mode
- Planned: same visible Pro mode
- Context
- Planned fresh Temporary chat with Unpersonalized selected; not run.
- Source-capture scope
- No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.
- Notes and limits
- Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.
Representation decisions
- Business mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Recommendation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Own-site citation: not assessed
- No completed answer retained; missing evidence cannot be scored No.
- Cited third-party brand mention: not assessed
- No completed answer retained; missing evidence cannot be scored No.
Accuracy review, separately scoped
Not assessed. No completed answer retained; missing evidence cannot be scored No.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
No source URLs retained. Read the capture scope before interpreting this as an observed absence.
No answer text retained for this attempt.
P01 · Perplexity · Q1 · Attempt 1 · completed
- Exact question
- What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.
- Timestamp
- 2026-10-06T07:08:14.691810Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection geography uncontrolled. No login, paid option or account setting change.
- Source-capture scope
- Copied through the answer Copy control; full Markdown preserved. Expanded 10-source panel URLs retained.
- Notes and limits
- Operator-observed method example, not independent human review or representative research. Capture time is the retained transcript file write time. The company-controlled LinkedIn profile is a third-party host, not independent endorsement.
Representation decisions
- Business mention: yes
- The target business is named in the answer body.
- Recommendation: no
- Describes the business but does not recommend it for selection.
- Own-site citation: yes
- At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation.
- Cited third-party brand mention: yes
- Copied answer explicitly links to the LinkedIn company page; opened page names the business and its domain. Company-controlled profile, not independent endorsement.
Accuracy review, separately scoped
Not assessed. Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://www.linkedin.com/company/seo-informatica-marketing
- https://seoinformatica.com/new-website/
- https://seoinformatica.com/
- https://www.linkedin.com/company/seoinformatica
- https://seoinformatica.com/about/
- https://seoinformatica.com/privacy-policy/
- https://bebee.com/us/jobs/search-engine-optimization-consultant-seo-informatica-new-york-ny--t7xk-824650816
- https://bebee.com/us/jobs/business-development-partner-seo-informatica--fj-2327135370
- https://seoinformatica.com/contact/
- https://www.linkedin.com/posts/seoinformatica_foundersinsight-businessgrowth-activity-7460998132827545601-ZFJP
Read the retained answer
SEO Informatica is an AI-focused SEO and digital-marketing agency aimed primarily at founder-led service businesses. It helps clients become easier to find, understand, and choose across Google, AI assistants/answer engines, and their own websites. seoinformatica
What it does
The company frames its work around a “clarity-first” approach: diagnosing how a business is currently understood online, fixing the website and messaging foundation, then improving visibility and lead generation over time. Its stated focus is not merely increasing traffic, but making a business clear to search engines, AI systems, and prospective buyers. seoinformatica
Its services include:
- AI SEO and search visibility: optimizing so a business appears and is understood in Google results and AI-generated answers. seoinformatica
- Website strategy and rebuilds: improving site structure, service pages, navigation, content overlap, page roles, and conversion paths. linkedin
- Content and information architecture: creating clearer content systems and stronger paths from search to inquiry. linkedin
- Local SEO: strengthening local and service-intent visibility. linkedin
- Technical SEO: addressing the technical foundation that supports search and AI visibility. linkedin
- Lead-generation focused growth: ongoing optimization intended to produce better-fit traffic and stronger inquiry/conversion paths. linkedin
How it works
SEO Informatica describes a three-stage process: Clarity, Rebuild, Grow. It begins with a Clarity Audit that identifies buyer questions, competitors being recommended, visibility gaps, and priority changes; it then rebuilds weak foundations and grows visibility through ongoing SEO, content, local search, and AI-focused optimization. linkedin
It also offers a new-website service that builds up to 25 pages, with structure, copy, search/AI foundations, and forms intended to be live within 21 business days after the client approves the inputs. seoinformatica
Positioning and pricing
The agency positions itself as an “AI SEO agency” that operates “like a lab,” emphasizing measurable, iterative monthly improvement. Its website lists plans starting at $1,111 per month and advertises a free AI SEO audit. seoinformatica
Its LinkedIn presence describes the target customer as founder-led service businesses, and its public materials emphasize positioning, website strategy, organic growth, and AI search visibility rather than a narrow, traditional link-building service. linkedin
P02 · Perplexity · Q2 · Attempt 1 · completed
- Exact question
- Would SEO Informatica (seoinformatica.com) be a suitable SEO partner for a small B2B service business serving the United States? Explain what public evidence supports or limits that choice, and cite your sources.
- Timestamp
- 2026-10-06T07:14:27.313701Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection geography uncontrolled. No login, paid option or account setting change.
- Source-capture scope
- Full rendered answer text retained, including citation labels. Expanded source panel supplied 10 unique URLs. Source panel includes retrieved candidates and does not prove every item is cited inline.
- Notes and limits
- Operator-observed method example, not independent human review or representative research. Recovered the same existing conversation URL after browser interruption without resubmission. Capture time is the final transcript-boundary correction time, not an exact submit time.
Representation decisions
- Business mention: yes
- The target business is named in the answer body.
- Recommendation: yes
- Conditionally includes SEO Informatica as a suitable partner for consideration.
- Own-site citation: yes
- At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation.
- Cited third-party brand mention: not assessed
- Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions.
Accuracy review, separately scoped
Not assessed. Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://seoinformatica.com/case-studies/
- https://seoinformatica.com/technical-seo/
- https://seoinformatica.com/about/
- https://seoinformatica.com/
- https://seoinformatica.com/contact/
- https://seoinformatica.com/terms/
- https://seoinformatica.com/start/
- https://seoinformatica.com/new-website/
- https://seoinformatica.com/privacy-policy/
- https://www.linkedin.com/company/seoinformatica
Read the retained answer
SEO Informatica could be a suitable SEO partner for a small U.S. B2B service business if your needs align with its stated model: remote, founder-led service businesses; “AI SEO” focused on clarity for Google/AI assistants and buyers; and a monthly plan starting at $1,111 with an experimental, measurement-first approach. seoinformatica +1
Why it may fit a small U.S. B2B service business
Target client profile matches. The firm explicitly says it works with “owner-operators” and “founder-led service businesses” that either are launching something new or have a site that is “thin or tired,” and it lists the United States and United Kingdom first. seoinformatica +1
Service-business case studies. Public case studies include an HR advisory firm and a broader business-services company (Xporate), both service-oriented, with dated Google Search Console data showing increases in impressions/clicks after work. seoinformatica
Technical SEO for service businesses. It publishes a dedicated “Technical SEO for Service Businesses” page describing a short, practical checklist (indexing, one URL per page, speed/mobile, titles/descriptions, structure) framed for small businesses rather than enterprise audits. seoinformatica
Remote, U.S.-friendly delivery. It states it works remotely by email/Google Meet “in your hours,” with U.S. clients prioritized. seoinformatica +1
Transparent, no‑guarantee stance. It does not promise rankings/leads and instead frames work as hypotheses tested over ~42 days, which can suit buyers who want disciplined, data-informed changes. seoinformatica +2
What limits or raises questions for this choice
Price floor may be high for very small budgets. Plans start from $1,111/month, which can be a significant portion of a small B2B firm’s marketing spend; there’s no public lower-tier or project-only pricing. seoinformatica +2
Limited named, U.S.-specific proof. Public “Proof” shows two main service-business cases (HR advisory and Xporate). Xporate serves buyers in India, and the HR case does not state country; a Welsh manufacturer is cited via client feedback (not U.S.). This leaves relatively little named U.S. B2B service evidence on the site. seoinformatica
No public review wall or third‑party ratings. The site explicitly says, “What does not exist yet: a wall of reviews,” and prefers case-study figures over testimonials; there are no third‑party platform ratings (e.g., Clutch, Google Business Profile) presented. seoinformatica
Method emphasizes “understanding” over traditional link-building/content volume. If your strategy depends heavily on aggressive link acquisition or large-scale content production, their “clarity-first/AI SEO” positioning may feel narrower than a full-scope growth agency. seoinformatica
Geographic SEO nuance not detailed publicly. While they mention local SEO as a layer inside the plan, public pages focus more on technical/indexing and AI visibility than on U.S.-specific local pack tactics or citation building. seoinformatica
Practical next step to validate fit
Because they offer a free Outside View (written assessment) and a free 30‑minute Clarity Call with priorities and price in writing within two business days, the lowest-friction way to test suitability is to submit your site and ask specifically for: (1) examples of similar U.S. B2B service clients, (2) expected KPIs for your niche, and (3) whether your budget aligns with their $1,111+/month plan. seoinformatica +1
If you share your niche, current site state (new vs. established), and monthly SEO budget, I can map those to their stated layers (decision pages, local/technical, support content, AI answers) and suggest specific questions to ask on the Clarity Call.
P03 · Perplexity · Q3 · Attempt 1 · completed
- Exact question
- How should a small B2B service business in the United States choose an agency for AI search visibility? Give practical evaluation criteria and cite current public sources.
- Timestamp
- 2026-10-06T07:16:17.542Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection location uncontrolled. An optional sign-in invitation was dismissed; no login or account settings changed.
- Source-capture scope
- Full rendered answer text retained, including citation labels. Expanded source panel supplied 37 unique URLs. Source panel includes retrieved candidates and does not prove every item is cited inline.
- Notes and limits
- Operator-observed method example, not independent human review or representative research.
Representation decisions
- Business mention: no
- No SEO Informatica or seoinformatica.com mention in the full retained answer body.
- Recommendation: no
- The answer does not recommend SEO Informatica. This question is criteria, not a provider shortlist.
- Own-site citation: no
- No seoinformatica.com URL appears in the full captured answer/source list.
- Cited third-party brand mention: not assessed
- Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions.
Accuracy review, separately scoped
Not assessed. No target-brand description to assess. Claims about other providers and general advice were not audited in full.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://developers.google.com/search/docs/essentials/spam-policies
- https://developers.google.com/search/docs/appearance/ai-features
- https://developers.google.com/search/docs/fundamentals/ai-optimization-guide
- https://developers.openai.com/api/docs/bots
- https://finance.yahoo.com/technology/ai/articles/b2b-seo-ai-visibility-agencies-130000202.html
- https://aeoengine.ai/blog/pillar/top-seo-companies-in-the-us
- https://developers.google.com/search/blog/2026/05/a-new-resource-for-optimizing
- https://www.nist.gov/itl/ai-risk-management-framework
- https://www.nist.gov/itl/ai-risk-management-framework/ai-risk-management-framework-faqs
- https://aijourn.com/7-best-ai-search-optimization-agencies-for-b2b-in-2026-with-revenue-proof/
- https://www.ritnerdigital.com/blog/the-best-seo-and-ai-search-agencies-in-the-united-states-right-now
- https://growleads.io/blog/best-geo-agencies-for-b2b/
- https://ninjapromo.io/best-ai-seo-agencies
- https://www.linkedin.com/pulse/10-best-ai-seo-agencies-usa-samantha-stewart-bue2e
- https://ritzherald.com/best-marketing-agencies-ai-search-optimization/
- https://www.linkedin.com/pulse/how-find-aeo-agency-usa-our-top-9-choices-samantha-stewart-v2xre
- https://aeoengine.ai/blog/pillar/b2b-seo-agency
- https://developers.google.com/search/docs/fundamentals/seo-starter-guide.md.txt
- https://developers.google.com/search/blog/2024/02/ssg-gets-a-makeover
- https://developers.google.com/search/help/
- https://developers.google.com/search
- https://developers.google.com/search/updates
- https://developers.google.com/search/blog/2008/11/googles-seo-starter-guide
- https://support.google.com/webmasters/answer/7451184?hl=en
- https://blog.google/products-and-platforms/products/search/new-controls-website-owners/
- https://crawlledger.net/ai-crawlers/oai-searchbot
- https://www.linkedin.com/pulse/google-just-published-its-official-ai-optimization-guide-prashar-dfuxc
- https://grupainsight.com/glossary/oai-searchbot
- https://airc.nist.gov/airmf-resources/airmf/
- https://nvlpubs.nist.gov/nistpubs/ai/nist.ai.100-1.pdf
- https://airc.nist.gov/airmf-resources/airmf/3-sec-characteristics/
- https://www.nist.gov/publications/artificial-intelligence-risk-management-framework-generative-artificial-intelligence
- https://www.nist.gov/publications/artificial-intelligence-risk-management-framework-ai-rmf-10
- https://airc.nist.gov/airmf-resources/airmf/0-ai-rmf-1-0/
- https://www.nist.gov/speech-testimony/trustworthy-ai-managing-risks-artificial-intelligence
- https://support.google.com/webmasters/answer/9044175?hl=en
- https://data.aclum.org/storage/2025/01/NIST_www_nist_gov_itl_ai-risk-management-framework.pdf
Read the retained answer
A small U.S. B2B service business should choose an AI-search agency as a measurement-led SEO and authority partner, not as a vendor promising guaranteed ChatGPT rankings. The best agency will improve the fundamentals that influence both conventional search and AI answers[em dash]useful content, technical accessibility, clear business entities, credible third-party references, and conversion tracking[em dash]while distinguishing evidence from speculation.
What “AI visibility” should mean
Ask agencies to define visibility in terms of buyer questions, not a single proprietary score. Your measurement plan should track:
Whether your company is mentioned for relevant problem, category, comparison, and “best provider” prompts.
Whether AI systems describe your services accurately.
Which pages and third-party sources are cited.
Visibility across the platforms your buyers actually use, such as Google AI features, ChatGPT Search, Perplexity, Gemini, or Microsoft Copilot.
Qualified visits, calls, form fills, booked meetings, opportunities, and revenue influenced by organic and AI-assisted discovery.
Be cautious of claims that a company can “rank ChatGPT.” Google says AI Overviews and AI Mode still depend on pages being indexed and eligible for ordinary Google Search, and that there is no special AI schema required. It also explicitly warns against over-focusing on structured data. OpenAI separately documents OAI-SearchBot as the crawler used to surface sites in ChatGPT search results, so crawler access and normal technical SEO are practical checks[em dash]but neither guarantees a citation. developers.google +2
Evaluation criteria
Use a weighted scorecard rather than choosing from agency “top 10” lists.
Criterion What to look for Evidence to request Relevant B2B experience Similar service, deal size, geography, sales cycle, and buyer roles Two references and a case study with starting point, work performed, timeframe, and outcomes Business understanding Research into customer problems, buying committees, competitors, and commercial terms A sample discovery plan and proposed buyer-question map Technical SEO Indexability, internal linking, page quality, structured data where appropriate, analytics, and crawl controls A redacted technical audit showing prioritized fixes[em dash]not a generic checklist Content quality Original expertise, service pages, comparison pages, FAQs, proof, and content reviewed by subject-matter experts One proposed outline and examples of published work Entity and authority building Consistent company information and credible mentions in relevant industry, local, association, and editorial sources Specific target sources and a clear outreach/PR process AI-search measurement Repeatable prompts, multiple engines, citation/source tracking, accuracy checks, and change-over-time reporting A sample report containing prompts, dates, raw outputs, citations, and methodology Revenue attribution Connection to CRM, call tracking, forms, assisted conversions, and pipeline A measurement specification showing how leads move from search to opportunity Safety and compliance No fabricated claims, undisclosed paid links, fake reviews, copied content, or confidential-data exposure Written quality-control, approval, privacy, and escalation procedures Commercial fit A senior person actually doing the work, manageable scope, ownership of assets, and reasonable exit terms Named team, deliverables, hours or capacity, contract, and account-access policy
Treat public agency rankings as lead-generation material rather than independent proof. For example, recent industry roundups emphasize AI share of voice, citation authority, structured data, and pipeline attribution, but these are still claims made by third parties or agencies and should be verified through references and account evidence. finance.yahoo +1
Questions to ask finalists
Ask each agency to answer these in writing:
“Show us one comparable client before and after.” What changed in qualified pipeline, not just impressions or AI mentions?
“How do you test AI visibility?” Ask for the exact prompt set, locations, platforms, sampling frequency, and treatment of personalized or variable answers.
“How do you separate causation from correlation?” An increase in citations may reflect an algorithm change, brand activity, or normal SEO growth.
“What would you not do?” A credible agency should reject guarantees, mass-produced pages, fake reviews, undisclosed link schemes, and fabricated expertise.
“Which sources should validate us?” The answer should identify relevant independent publications, associations, directories, partners, experts, and customer evidence[em dash]not merely more pages on your own site.
“Who owns the work?” Confirm that your business owns the website, content, analytics accounts, dashboards, prompt data, and outreach-created assets.
“How will you use AI internally?” Require human review, fact-checking, source controls, confidentiality protections, and disclosure where appropriate.
“What happens if results are flat after six months?” Look for agreed milestones, diagnostic reviews, and the ability to reduce or terminate scope.
Red flags
Reject or heavily discount an agency that:
Guarantees placement in ChatGPT, Google AI Overviews, or any other answer engine.
Reports only an unexplained “AI visibility score,” screenshots, rankings, or traffic.
Cannot provide raw prompts, dates, citations, and the platforms tested.
Equates more AI-generated pages with a strategy.
Promises hundreds of backlinks, “secret” methods, or guaranteed featured snippets.
Uses fake authors, invented statistics, unverified customer claims, or automated content published without expert review.
Wants to control your domain, Google Analytics, Search Console, CRM, or advertising accounts.
Avoids discussing negative or inaccurate AI descriptions of your business.
Has no plan for measuring calls, booked meetings, opportunities, and revenue.
Google’s spam policies specifically identify manipulative link practices and large-scale production of unoriginal content created mainly to manipulate rankings as violations. That makes “content volume” and cheap link packages particularly poor proxies for AI-search competence. developers.google
A practical selection process
Define 20–40 buyer prompts. Include local intent, urgent problems, service comparisons, vendor-selection questions, pricing/process questions, and questions involving competitors.
Establish a baseline. Record current rankings, indexed pages, branded and non-branded traffic, conversions, CRM pipeline, mentions, citations, and AI answers. Save the prompts and outputs so later comparisons are reproducible.
Invite three agencies. Give them the same brief and ask for a 90-day plan, assumptions, deliverables, risks, team, cost, and measurement design.
Score them. A reasonable small-business weighting is: relevant proof 25%, measurement and attribution 20%, strategy and buyer understanding 20%, technical/content execution 15%, authority approach 10%, commercial and risk fit 10%.
Run a paid diagnostic or pilot. Require a prioritized audit, prompt baseline, technical fixes, one or two high-value content assets, and a reporting prototype. Avoid a long lock-in before seeing how the team works.
Review monthly, decide quarterly. Evaluate progress against leading indicators[em dash]technical fixes, useful assets, relevant citations, qualified visits[em dash]and lagging indicators such as opportunities and revenue.
For many small businesses, the right arrangement is an existing strong B2B SEO/content agency with genuine AI-search measurement capability, rather than a specialist selling “GEO” as a separate magic layer. Google’s current guidance continues to emphasize valuable, distinctive content and foundational SEO for generative search features. The agency should also handle AI-related risks responsibly: NIST’s AI Risk Management Framework highlights reliability, security, accountability, transparency, privacy, and bias management as trustworthiness considerations. developers.google +2
Bottom line: select the agency that can show comparable B2B outcomes, explain its methodology in testable terms, preserve your ownership and reputation, and connect search visibility to qualified pipeline. A small pilot with transparent raw data is usually more informative than a polished AI-search promise or an industry ranking.
P04 · Perplexity · Q4 · Attempt 1 · completed
- Exact question
- Which companies should a small B2B service business in the United States consider for AI SEO support? Give a short list with reasons, evidence limits and current public sources.
- Timestamp
- 2026-10-06T07:17:13.794Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection location uncontrolled. An optional sign-in invitation was dismissed; no login or account settings changed.
- Source-capture scope
- Full rendered answer text retained, including citation labels. Expanded source panel supplied 10 unique URLs. Source panel includes retrieved candidates and does not prove every item is cited inline.
- Notes and limits
- Operator-observed method example, not independent human review or representative research.
Representation decisions
- Business mention: no
- No SEO Informatica or seoinformatica.com mention in the full retained answer body.
- Recommendation: no
- Provider shortlist does not include SEO Informatica.
- Own-site citation: no
- No seoinformatica.com URL appears in the full captured answer/source list.
- Cited third-party brand mention: not assessed
- Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions.
Accuracy review, separately scoped
Not assessed. No target-brand description to assess. Claims about other providers and general advice were not audited in full.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://www.searchbloom.com/strategy/best-ai-seo-agency-companies-services-usa/
- https://www.ritnerdigital.com/blog/the-best-seo-and-ai-search-agencies-in-the-united-states-right-now
- https://seoprofy.com/blog/top-seo-companies-in-the-usa/
- https://ourcodeworld.com/articles/read/3314/7-best-ai-search-optimization-agencies-for-b2b-in-2026
- https://debutify.com/blog/best-ai-seo-agencies-for-b2b-companies
- https://www.scalenut.com/blogs/best-ai-seo-agencies-for-small-businesses
- https://aeoengine.ai/blog/pillar/top-seo-companies-in-the-us
- https://techreviewer.co/seo-agencies/united-states
- https://www.seo.com/companies/usa/
- https://www.nutshell.com/blog/best-ai-seo-companies
Read the retained answer
For a small B2B service business in the United States, the most practical AI SEO (often called GEO or AEO) partners are firms that combine traditional SEO fundamentals with documented AI-citation work and transparent, revenue-focused reporting. Based on 2026 public roundups and agency disclosures, here is a short, vetted list.
Shortlist of AI SEO providers for small B2B services Company Why consider them for a small B2B service firm Evidence limits & caveats Current public sources The SEO Works SEO/AI‑SEO specialist for mid‑sized service businesses; publishes a clear GEO framework (UII) and reports large lifts in AI referral traffic and AI Overview citations for service/professional clients. Case studies are agency‑reported; prompt‑level, revenue‑attributed AI data not always broken out by client name. [searchbloom.com] searchbloom , [ritnerdigital.com] ritnerdigital
Searchbloom Full‑service search agency with a published AI‑SEO method (MERIT), strong across technical, content, and conversion; explicitly scores itself on AI Overview + LLM citation performance. Self‑published ranking; strong methodology but you must verify AI results on a discovery call for your niche. [searchbloom.com] searchbloom
Thrive Internet Marketing Agency Large, established agency that publicly documents its own AI‑search growth (thousands of percent increase in AI platform traffic) and offers flexible, no‑long‑term contracts. Most public proof is about Thrive’s own site; client‑level AI revenue attribution varies by account and is not always named. [ritnerdigital.com] ritnerdigital
First Page Sage Pure‑SEO/GEO boutique; early mover on Generative Engine Optimization and strong fit for B2B/professional services wanting citation authority in AI answers. GEO pioneer positioning is clear, but small‑business pricing and named B2B service case studies should be confirmed directly. [ritnerdigital.com] ritnerdigital
SmartSites Frequently recommended for small/mid‑size businesses; full‑service (SEO, PPC, web) with local SEO strength[em dash]useful if your B2B service has a geographic component. AI‑specific (GEO/AEO) proof is less emphasized than general SEO/local results; ask explicitly for AI Overview/LLM citation examples. [ritnerdigital.com] ritnerdigital , [seoprofy.com] seoprofy How to use this list
If you want a specialist AI‑SEO partner for a service business: start with The SEO Works and First Page Sage.
If you want a full‑service team that can tie AI visibility to conversions and run SEO + PPC together: start with Searchbloom and Thrive.
If you are a small/local B2B service (e.g., IT services, marketing, consulting with a city/region focus): add SmartSites to your shortlist.
Evidence limits you should keep in mind
Most “AI SEO” claims are still agency‑reported; independent, third‑party audits of AI‑citation impact are rare. searchbloom +2
Many roundups (including those above) are content marketing; some rank the publisher first and blend traditional SEO results with AI claims. searchbloom +1
For small businesses, pricing and fit vary widely; several top GEO specialists focus on SaaS or enterprise, so confirm they routinely serve small B2B service firms at your budget level. ritnerdigital +2
Practical next step
Contact 2–3 of these firms and ask for: (1) a baseline AI‑visibility audit for your top buyer prompts in ChatGPT/Perplexity/Google AI Overviews, (2) at least one named case study in a similar B2B service category, and (3) how they will tie AI citations to leads/revenue in your analytics. That will quickly separate real GEO capability from rebranded SEO. searchbloom +2
P05 · Perplexity · Q1 · Attempt 2 · completed
- Exact question
- What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.
- Timestamp
- 2026-10-06T07:17:50.921Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection location uncontrolled. An optional sign-in invitation was dismissed; no login or account settings changed.
- Source-capture scope
- Full rendered answer text retained, including citation labels. Expanded source panel supplied 10 unique URLs. Source panel includes retrieved candidates and does not prove every item is cited inline. Boundary correction: excluded the first 129 Unicode characters (129 UTF-8 bytes), consisting of a truncated displayed question and the Researched UI label. Original capture remains raw/P05.md; exact prefix and hashes are retained in transcript-corrections.json.
- Notes and limits
- Operator-observed method example, not independent human review or representative research. P05 transcript-boundary correction changes neither the actual answer text nor metric decisions.
Representation decisions
- Business mention: yes
- The target business is named in the answer body.
- Recommendation: no
- Describes the business but does not recommend it for selection.
- Own-site citation: yes
- At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation.
- Cited third-party brand mention: not assessed
- Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions.
Accuracy review, separately scoped
Not assessed. Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://seoinformatica.com/technical-seo/
- https://seoinformatica.com/
- https://www.linkedin.com/company/seoinformatica
- https://www.linkedin.com/company/seo-informatica-marketing
- https://bebee.com/us/jobs/search-engine-optimization-consultant-seo-informatica-new-york-ny--t7xk-824650816
- https://seoinformatica.com/new-website/
- https://seoinformatica.com/about/
- https://seoinformatica.com/contact/
- https://bebee.com/us/jobs/business-development-partner-seo-informatica--fj-2327135370
- https://seoinformatica.com/privacy-policy/
Read the retained answer
SEO Informatica (seoinformatica.com) is an AI-focused SEO and website-strategy agency for founder-led B2B service businesses[em dash]especially consultancies and advisory firms. Its stated goal is to make a business easier to find in Google and AI-generated answers, easier to understand on its website, and more likely to convert visitors into qualified enquiries. seoinformatica +1
What it does
The company combines traditional SEO with “AI visibility” work[em dash]optimizing for both search engines and AI assistants that may summarize or recommend businesses. Its services include: seoinformatica +1
Clarity Audit: identifies the questions buyers ask, competitors being recommended, visibility gaps, and the highest-priority changes. linkedin +1
SEO and organic growth: ongoing SEO, content, technical SEO, and local search where location affects buying decisions. seoinformatica +1
Technical SEO: checks indexing, duplicate/canonical page addresses, site speed, mobile usability, redirects, titles, and whether Google and AI systems can access and read key pages. seoinformatica
Website strategy and rebuilds: creates or rebuilds service pages, navigation, information architecture, and conversion paths so visitors quickly understand what the firm does and what to do next. linkedin +1
AI search visibility: positions a business to be understood and potentially surfaced in AI answers as well as conventional search results. seoinformatica +1
Who it targets
Its primary audience is established consultancies, advisory firms, and other B2B service businesses whose websites do not clearly communicate their expertise. It also builds websites for new service businesses and works on local search for businesses where geography matters to the purchase. seoinformatica +1
How it describes its approach
SEO Informatica frames its process as “Clarity, Rebuild, Grow”: first diagnose what is blocking visibility or enquiries, then repair the site’s pages and structure, then grow through content, local SEO, technical SEO, and search-plus-AI visibility. It says clients work directly with the people doing the research, writing, and implementation, and that it uses search and enquiry evidence to prioritize changes. linkedin +2
In plain terms
Rather than selling generic “more traffic,” SEO Informatica positions itself as a specialist agency that helps expert-led service firms answer three buyer questions: What exactly do you do? Why should I trust you? How do I contact or hire you? It then makes those answers visible to Google, AI assistants, and prospective clients. seoinformatica +1
Download the answer-only transcript for P05. Download the preserved original capture and inspect the documented boundary correction
P06 · Perplexity · Q2 · Attempt 2 · completed
- Exact question
- Would SEO Informatica (seoinformatica.com) be a suitable SEO partner for a small B2B service business serving the United States? Explain what public evidence supports or limits that choice, and cite your sources.
- Timestamp
- 2026-10-06T07:18:39.228Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection location uncontrolled. An optional sign-in invitation was dismissed; no login or account settings changed.
- Source-capture scope
- Full rendered answer text retained, including citation labels. Expanded source panel supplied 10 unique URLs. Source panel includes retrieved candidates and does not prove every item is cited inline.
- Notes and limits
- Operator-observed method example, not independent human review or representative research.
Representation decisions
- Business mention: yes
- The target business is named in the answer body.
- Recommendation: yes
- Conditionally includes SEO Informatica as a suitable partner for consideration.
- Own-site citation: yes
- At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation.
- Cited third-party brand mention: not assessed
- Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions.
Accuracy review, separately scoped
Not assessed. Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://seoinformatica.com/case-studies/
- https://seoinformatica.com/terms/
- https://seoinformatica.com/
- https://seoinformatica.com/about/
- https://seoinformatica.com/contact/
- https://seoinformatica.com/technical-seo/
- https://seoinformatica.com/start/
- https://seoinformatica.com/new-website/
- https://www.linkedin.com/company/seoinformatica
- https://seoinformatica.com/privacy-policy/
Read the retained answer
Based on its public positioning, pricing, and stated client focus, SEO Informatica appears well-suited for a small U.S.-based B2B service business[em dash]if that business is an established consultancy, advisory firm, or similar expertise-led service provider whose website underrepresents its capabilities. However, there are important limitations and caveats based on publicly available information.
What supports suitability
Explicit focus on your profile: The agency states it works “with consultancies, advisory firms and other B2B service businesses” and lists “United States and United Kingdom first” as its primary markets. seoinformatica +2
Service model matches small-team needs: It offers remote collaboration “by email and on Google Meet, in your hours,” which suits small businesses without in-house marketing teams. seoinformatica +1
Transparent, all-in pricing: Its ongoing “AI SEO plan starts from $1,111 a month,” with a defined 3-month setup/compound phase, then month-to-month thereafter[em dash]clear for budgeting. seoinformatica +2
Evidence-based approach: It publishes case studies (e.g., HR advisory, “Xporate”) with dated Google Search Console data and client feedback, suggesting a results-oriented practice. seoinformatica
Scope aligns with common small-B2B gaps: It emphasizes fixing sites where “expertise has outgrown the website,” clarifying service pages, adding proof, and improving discoverability in both Google and AI answers[em dash]typical pain points for small professional services. seoinformatica +1
What limits or complicates the choice
Niche targeting may exclude some “small B2B” types: While it says it takes “suitable launches, rebuilds, local services,” its first focus is “established advisory, consulting and other B2B service firms.” Very small startups, non-advisory B2B services, or highly localized trades may be less ideal fits. seoinformatica +1
No performance guarantees: Its terms explicitly disclaim guarantees for rankings, traffic, leads, revenue, or AI visibility[em dash]standard in SEO, but important to internalize when evaluating ROI expectations. seoinformatica
Geographic prioritization: Although it serves the U.S., its HQ is in India and it emphasizes U.S./U.K. first; time-zone alignment is addressed (“in your hours”), but cultural/industry nuance for very U.S.-specific niches isn’t documented in depth publicly. seoinformatica +1
Pricing floor: At ~$1,111/month minimum, this may be high for very small or early-stage B2B firms with limited marketing budgets, even if the scope is appropriate. seoinformatica +2
Bottom line
If your small B2B service business is an established U.S.-based consultancy/advisory/professional services firm whose website doesn’t yet reflect your expertise[em dash]and you can commit to ~[dollar sign]1.1k/month for a structured, remote SEO engagement[em dash]SEO Informatica’s public materials indicate a strong fit. If you’re a very early-stage startup, a non-advisory B2B service, or need heavy local/field-service SEO, you should probe fit during their free “Clarity Call” and review relevant case studies before proceeding. seoinformatica +3
P07 · Perplexity · Q3 · Attempt 2 · completed
- Exact question
- How should a small B2B service business in the United States choose an agency for AI search visibility? Give practical evaluation criteria and cite current public sources.
- Timestamp
- 2026-10-06T07:19:38.770Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection location uncontrolled. An optional sign-in invitation was dismissed; no login or account settings changed.
- Source-capture scope
- Full rendered answer text retained, including citation labels. Expanded source panel supplied 10 unique URLs. Source panel includes retrieved candidates and does not prove every item is cited inline.
- Notes and limits
- Operator-observed method example, not independent human review or representative research.
Representation decisions
- Business mention: no
- No SEO Informatica or seoinformatica.com mention in the full retained answer body.
- Recommendation: no
- The answer does not recommend SEO Informatica. This question is criteria, not a provider shortlist.
- Own-site citation: no
- No seoinformatica.com URL appears in the full captured answer/source list.
- Cited third-party brand mention: not assessed
- Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions.
Accuracy review, separately scoped
Not assessed. No target-brand description to assess. Claims about other providers and general advice were not audited in full.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://aijourn.com/7-best-ai-search-optimization-agencies-for-b2b-in-2026-with-revenue-proof/
- https://ninjapromo.io/best-ai-seo-agencies
- https://finance.yahoo.com/technology/ai/articles/b2b-seo-ai-visibility-agencies-130000202.html
- https://www.linkedin.com/pulse/10-best-ai-seo-agencies-usa-samantha-stewart-bue2e
- https://ritzherald.com/best-marketing-agencies-ai-search-optimization/
- https://aeoengine.ai/blog/pillar/top-seo-companies-in-the-us
- https://growleads.io/blog/best-geo-agencies-for-b2b/
- https://www.ritnerdigital.com/blog/the-best-seo-and-ai-search-agencies-in-the-united-states-right-now
- https://www.linkedin.com/pulse/how-find-aeo-agency-usa-our-top-9-choices-samantha-stewart-v2xre
- https://aeoengine.ai/blog/pillar/b2b-seo-agency
Read the retained answer
A small B2B service business in the U.S. should choose an AI search visibility agency by verifying real, measurable results in AI answer surfaces (not just Google rankings), confirming a documented methodology for entity/structured-data and citation building, and ensuring the agency can tie its work to pipeline or revenue. finance.yahoo +2
Below are practical, current evaluation criteria you can use in RFPs, discovery calls, and pilot briefs.
- Demand proof of AI-search results (not just SEO rankings)
Ask for case studies that show improvements specifically in AI answer surfaces such as Google AI Overviews, ChatGPT, Perplexity, Claude, Gemini, and Copilot. Look for: linkedin +1
Before/after AI visibility metrics: e.g., “AI share of voice,” “AI citation rate,” or “AI recommendation share” for target commercial queries. finance.yahoo +1
Query-level evidence: Screenshots or logs showing your brand being recommended or cited for high-intent queries like “best [service] for [industry]” or “[service] vs [alternative].” aijourn +1
Separation from normal SEO movement: A clear explanation of how they isolate GEO/AEO wins from traditional ranking changes. aijourn
Red flag: Agencies that only show organic traffic or keyword ranking dashboards without any AI-specific measurement. ninjapromo +1
- Require a documented AI-optimization methodology
A credible agency should be able to walk you through a repeatable process for AI search, not just rename old SEO tactics. Key elements to look for: ritzherald +1
Entity and brand clarity: Work on your “entity” (how AI systems understand your company, services, locations, and differentiators) via consistent NAP, profiles, and authoritative mentions. finance.yahoo +2
Structured data and technical accessibility: Use of schema (e.g., Organization, Service, FAQ, HowTo, LocalBusiness) and clean, machine-readable content so AI can extract answers reliably. finance.yahoo +2
Citation and authority building: A plan to earn third-party mentions, reviews, and references on sites that AI models trust (industry directories, associations, news, analyst pages). finance.yahoo +2
Answer-focused content: Content designed to directly answer buyer questions and comparison queries, not just generic blog posts. growleads +1
Ask them to share a public framework, whitepaper, or detailed process doc; vague “we optimize for AI” statements are insufficient. aijourn +1
- Insist on pipeline or revenue attribution
For a small B2B service business, the only meaningful metric is whether AI visibility leads to qualified inquiries and deals. Require: finance.yahoo +1
Attribution logic: How they connect AI citations or recommendations to demo requests, RFPs, or closed-won deals (e.g., UTM patterns, assisted-conversion models, CRM tagging). aijourn +1
Case studies with revenue proof: Examples where AI-driven visibility was traced to actual pipeline or revenue, not just “more mentions.” aijourn +1
Reporting cadence and KPIs: Monthly or quarterly reports that include AI visibility trends alongside lead quality, SQLs, and revenue influence. ritzherald +1
If an agency cannot explain how its work affects your sales pipeline, treat it as a branding vendor, not a growth partner. ninjapromo
- Confirm B2B and SMB fit
B2B buying involves longer cycles, committees, and complex evaluation criteria; small businesses also have tighter budgets and narrower niches. Evaluate: aeoengine +1
B2B experience: Evidence they’ve worked with service businesses (e.g., IT services, marketing agencies, consulting, legal, accounting, engineering) and understand buying committees and long sales cycles. growleads +1
SMB/practical pricing: Clear packages or retainers appropriate for small businesses, with transparent scope and no hidden “enterprise-only” prerequisites. aeoengine +1
References in similar verticals: Ask for 1–2 references from comparable U.S. B2B service firms and speak directly about results and working style. finance.yahoo +1
- Check transparency, tools, and independence
Because AI search is new and fast-moving, transparency and independent validation matter more than ever. ninjapromo +1
Tooling and monitoring: Do they use dedicated tools or dashboards to track AI citations, brand mentions, and answer-surface performance over time? linkedin +1
Third-party recognition: Look for independent reviews, rankings, or mentions in reputable industry roundups of AI/AEO/GEO agencies. linkedin +2
Contract and reporting clarity: Clear SLAs, defined deliverables, and the ability to start with a limited-scope audit or pilot before a long retainer. finance.yahoo +1
A simple scoring checklist you can use
When comparing 2–3 agencies, score each on a 1–5 scale for:
Verified AI-search results and case studies ritzherald +1
Documented AI/GEO/AEO methodology (entity, schema, citations) aijourn +2
Pipeline/revenue attribution approach aijourn +2
B2B/SMB fit and references aeoengine +2
Transparency, tools, and third-party validation ninjapromo +2
Use the highest-scoring agency that also feels operationally compatible with your team and budget.
If you share your specific service category (e.g., “IT managed services for healthcare” or “B2B marketing for manufacturers”), I can suggest more tailored questions and sample RFP language.
P08 · Perplexity · Q4 · Attempt 2 · completed
- Exact question
- Which companies should a small B2B service business in the United States consider for AI SEO support? Give a short list with reasons, evidence limits and current public sources.
- Timestamp
- 2026-10-06T07:21:01.697Z
- Visible mode
- Search; underlying model not exposed
- Context
- Signed out; fresh search. English prompt, United States context in Q2-Q4, connection location uncontrolled. An optional sign-in invitation was dismissed; no login or account settings changed.
- Source-capture scope
- Full rendered answer text retained, including citation labels. Expanded source panel supplied 40 unique URLs. Source panel includes retrieved candidates and does not prove every item is cited inline.
- Notes and limits
- Operator-observed method example, not independent human review or representative research.
Representation decisions
- Business mention: no
- No SEO Informatica or seoinformatica.com mention in the full retained answer body.
- Recommendation: no
- Provider shortlist does not include SEO Informatica.
- Own-site citation: no
- No seoinformatica.com URL appears in the full captured answer/source list.
- Cited third-party brand mention: not assessed
- Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions.
Accuracy review, separately scoped
Not assessed. No target-brand description to assess. Claims about other providers and general advice were not audited in full.
Retained source URLs
This list may include retrieval candidates. It is not a count of sources confirmed as cited; inspect the source-capture and measure notes.
- https://www.marceldigital.com/services/search-engine-optimization
- https://www.searchbloom.com/ai-information/
- https://www.searchbloom.com/ai-seo/case-studies/
- https://www.searchbloom.com/case-studies/national-seo/
- https://www.searchbloom.com/
- https://www.webfx.com/seo/services/chatgpt-optimization/
- https://www.webfx.com/seo/services/smb/
- https://www.webfx.com/seo/pricing/ai-seo/
- https://www.webfx.com/seo/services/ai-search-optimization/
- https://thriveagency.com/digital-marketing-services/ai-seo-services/
- https://thriveagency.com/digital-marketing-services/search-engine-optimization-seo/
- https://firstpagesage.com/fps-geo-case-study-digital-verification/
- https://firstpagesage.com/b2b-saas-seo-geo-agency/
- https://www.ritnerdigital.com/blog/the-best-seo-and-ai-search-agencies-in-the-united-states-right-now
- https://ourcodeworld.com/articles/read/3314/7-best-ai-search-optimization-agencies-for-b2b-in-2026
- https://www.searchbloom.com/strategy/best-ai-seo-agency-companies-services-usa/
- https://www.scalenut.com/blogs/best-ai-seo-agencies-for-small-businesses
- https://aeoengine.ai/blog/pillar/top-seo-companies-in-the-us
- https://debutify.com/blog/best-ai-seo-agencies-for-b2b-companies
- https://seoprofy.com/blog/top-seo-companies-in-the-usa/
- https://techreviewer.co/seo-agencies/united-states
- https://www.seo.com/companies/usa/
- https://www.nutshell.com/blog/best-ai-seo-companies
- https://www.searchbloom.com/case-studies/
- https://thriveagency.com/
- https://www.searchbloom.com/case-studies/ecommerce-seo/
- https://www.finanzwire.com/press-release/thrive-internet-marketing-agency-offers-ai-seo-services-as-search-moves-toward-ai-generated-answers-OxMZaoZ00ZU
- https://thriveagency.com/case-studies/
- https://www.searchbloom.com/strategy/best-seo-agency-services-for-small-businesses/
- https://agencyfieldguide.com/agency/searchbloom
- https://thriveagency.com/digital-marketing-services/local-seo/
- https://firstpagesage.com/case-studies/
- https://firstpagesage.com/fps-geo-case-study-direct-to-consumer-toy-company/
- https://firstpagesage.com/geo-case-study-ai-writing-assistant/
- https://firstpagesage.com/e-commerce-seo-geo-agency/
- https://www.webfx.com/seo/services/ai/
- https://firstpagesage.com/seo-blog/the-top-geo-agencies-in-the-world/
- https://www.webfx.com/seo/services/
- https://firstpagesage.com/seo-blog/top-b2b-digital-marketing-agencies/
- https://www.webfx.com/seo/
Read the retained answer
For a small U.S. B2B service business, I would shortlist Searchbloom, WebFX, Thrive Internet Marketing Agency, Marcel Digital, and First Page Sage[em dash]but treat “AI SEO” claims as emerging marketing claims, not guaranteed outcomes. Prioritize firms that can prove improvements in qualified leads, pipeline, and relevant AI citations[em dash]not just rankings or AI-generated content.
Shortlist Company Why consider it Public evidence Main limitation Searchbloom Strong fit for a small or mid-sized business needing conventional SEO plus AI-search optimization. Its public pricing starts at [dollar sign]3,000/month, and it explicitly offers visibility work for ChatGPT, Claude, Perplexity, and Google AI surfaces. Searchbloom reports a case study showing a 7× increase in AI citations and a 75% citation rate on newly published pages. It also publishes traditional SEO results, including a reported 1,461.76% increase in leads for one client. searchbloom +3 The AI-citation case study is agency-published, and public information does not establish that results generalize to small B2B professional-service firms. WebFX A practical option if you want a larger, full-service provider with transparent entry pricing, reporting, technical SEO, content, and AI-search monitoring. Its AI-search packages start at [dollar sign]3,000/month on a six-month commitment. WebFX says its OmniSEO platform tracks visibility across 10 AI answer engines and reports a 53% increase in brand appearances for one client. It also publishes small-business SEO pricing and services. webfx +3 The minimum commitment may be substantial for a very small firm; the cited results are vendor-reported and include larger or more complex clients. Thrive Internet Marketing Agency Worth considering for local, regional, or multi-location B2B services that need SEO, website work, PPC, and conversion optimization from one provider. Thrive reports more than 1,000 AI citations for a medical-group client, a 610% increase in ChatGPT traffic for another client, and a 2,658% increase in Google AI Overview citations in a separate case study. thriveagency +1 Its evidence is concentrated in healthcare, local, and consumer-oriented examples rather than clearly comparable small B2B service businesses. Marcel Digital A potentially good specialist option when the priority is B2B lead generation, technical SEO, and connecting organic search to revenue. Its public B2B SEO page specifically describes qualified-pipeline growth, visibility across search and AI platforms, and revenue alignment. marceldigital The public result found here provides positioning and aggregate figures, but not enough independently verifiable AI-search case detail to rank it above the first three. First Page Sage Best suited if the business sells complex, high-value B2B services and wants a content-led SEO/GEO program focused on authority and recommendation visibility. First Page Sage publishes B2B SaaS and professional-services-oriented GEO case studies, including a digital-verification client it says generated more than [dollar sign]4.7 million in revenue and became highly recommended by AI tools. firstpagesage +1 It may be better suited to larger B2B or SaaS organizations than a very small service business; the published cases are self-reported and not necessarily comparable in budget or sales cycle. How I would choose
Choose Searchbloom for the clearest small-business-oriented starting point and published entry price.
Choose WebFX if you want structured reporting, a larger team, and an explicit AI-visibility measurement platform.
Choose Thrive if local visibility, website conversion work, paid media, or multi-location marketing matters as much as AI search.
Choose Marcel Digital if the engagement must be tightly tied to B2B lead quality and pipeline.
Choose First Page Sage only if you have a sufficiently valuable, research-heavy offer and can support a sustained authority-building program.
Evidence limits
“AI SEO,” “GEO,” and “AEO” are not standardized services. Agencies may mean different combinations of:
Technical SEO and structured data.
Content designed to answer buyer questions.
Digital PR, backlinks, reviews, and third-party mentions.
Monitoring whether ChatGPT, Perplexity, Gemini, or Google AI Overviews mention the company.
Traditional SEO assisted by internal AI tools.
AI citations also fluctuate by prompt, location, model, date, and personalization. A reported increase in citations does not necessarily demonstrate increased qualified leads or revenue. Most public evidence above is self-published by the agencies, so request analytics access, named references, baseline definitions, and independently verifiable outcomes before signing.
What to request in proposals
Ask each company to provide:
A baseline of your current visibility for 20–50 realistic buyer prompts.
A distinction between brand mentions, citations, AI-referred visits, leads, and closed revenue.
Two references from U.S. B2B service businesses with similar deal size and sales cycle.
A 90-day plan covering technical fixes, content, third-party authority, and measurement.
Clear ownership of content, accounts, analytics, and published links.
A termination clause and a plan that does not depend on mass-produced or unverifiable AI content.
A sensible initial test is a three- to six-month pilot focused on a narrow service line and a measurable set of commercial buyer questions, rather than an open-ended promise to “rank in ChatGPT.”
Definitions and usable downloads
- mention
- The answer body explicitly names the business or domain, excluding the user question.
- recommendation
- The answer affirmatively includes the business for consideration, not merely a neutral description.
- own site citation
- The retained answer explicitly links the business domain or a relevant subdomain as a citation. A retrieved-candidate listing alone is not enough to establish a citation.
- third party brand citation
- A cited third-party page was opened and checked and it mentions this business.
- denominator
- Among completed answers only, each representation measure uses its own Yes plus No denominator. Not assessed is reported separately. Incomplete attempts are never No.
- accuracy
- A separate source review of named claims, with its scope and evidence retained. Not an overall answer-quality score.
- A fixed small sample is not representative market research, search demand, market share or an estimate of every buyer conversation.
- One collection period cannot show improvement, a monthly trend or the effect of a website change.
- An answer with several source URLs is one answer record. Citation counts, visits and enquiries are different units.
- Questions, platform, mode, account and market context and assessment scope must be compatible before a comparison.
- The tool does not run prompts, retrieve sources or verify reader assessments. Notes remain in this page until reload.
Run statuses in your log: Planned, Completed, No answer, Error and Not run. Only Completed records enter the answer assessments. A completed answer may still have four Not assessed measures.
Accuracy uses Accurate in reviewed scope, Needs review, Incorrect in reviewed scope or Not assessed. Name the reviewed claims and evidence; do not use it as a whole-answer quality score.
All retained records and ordinary downloads work without JavaScript. The interactive log below appears when its editing and export controls are ready.
Your working log
Start with a planned attempt. Add another attempt to repeat the same question and context with a new record, then enter only the observations you actually retained.
No working rows match these filters. Clear the filters to show every row.
Your selected row is outside these filters. It stays open below so you can finish editing. Choose another visible row or clear the filters when ready.
Working status counts and assessed denominators
Keep the complete working record
Every working row is exported, including unfinished rows and rows hidden by filters. The retained pilot is a separate download.
What AI citation tracking can tell you
AI citation tracking records whether an answer links to your website as a source. A useful manual log also keeps the question, answer, visible platform context and review decision. That lets you distinguish a missing citation from a failed run, an unassessed answer or a statement about the wrong business.
The task is narrower than measuring your entire presence in AI search. A small sample tells you what appeared in those recorded attempts. It does not reveal every buyer’s conversation, establish market share or prove that a website edit caused a later citation.
Use this page to plan and inspect a repeatable sample. If you need automated collection, broader coverage or team reporting, use the AI SEO tools comparison to assess the software task separately.
Keep four kinds of evidence separate
An answer mentioning your business, a linked source, a recorded website visit and a received enquiry are different records. One does not establish the next.
| Record | What you can establish | What remains unknown |
|---|---|---|
| Saved answer | What the retained answer said about your business in that run. | How often other people receive that answer. |
| Citation | Which linked page was presented as a source in that answer. | Whether anyone clicked it or the source supports every statement. |
| Recorded visit | That a visit reached the site and was recorded with available attribution. | The complete conversation or whether it came from your sampled answer. |
| Received enquiry | What a prospective buyer sent and what happened next. | Whether a citation caused that enquiry without further evidence. |
Our ChatGPT referral guide owns the visit investigation. The enquiry scorecard connects recorded enquiries to buyer fit and subsequent outcomes. Keep each source, period and definition beside its reading.
Freeze the question and attempt plan first
Choose questions related to a service and a buyer decision. Keep questions naming your business separate from questions that do not. Asking “What does SEO Informatica do?” supplies the business name; it is a different task from asking for a provider shortlist.
Write down the exact prompts, platforms and number of attempts before collecting answers. Give each prompt a stable ID. A meaningful wording change gets a new ID. Do not edit a prompt or repeatedly regenerate an answer until the business appears.
Use a fresh conversation for each attempt, and record what that actually means on the platform. Note the visible mode, timestamp with timezone, sign-in state, personalization setting where available and market wording. A US market in the question does not prove that the connection was located in the United States. A fresh conversation alone does not prove that account context was absent.
Monthly is a practical review cadence for this template. It is not a platform requirement or a deadline for improvement. A material service change or an inaccurate public description may warrant an earlier check.
Inspect our retained pilot
The pilot below was planned as four questions, two platforms and two fresh-context attempts per question and platform: 16 planned attempts. The protocol was frozen on 6 October 2026 before the first query. It separates branded identity, branded service fit, nonbranded buying criteria and nonbranded provider discovery.
Eight Perplexity answers were retained. Four ChatGPT requests were submitted but their answers could not be captured after a browser-control interruption; the four repeat attempts were not run. That is a limitation of this collection, not proof that ChatGPT failed to generate an answer. The failed and unattempted records remain in the sample.
Both Q1 identity answers named SEO Informatica. Neither Q4 provider-discovery answer did. The identity question supplied the business name, while provider discovery did not. These observations illustrate why those questions need separate interpretation; two attempts do not estimate how often the business appears to buyers generally.
The limited source review found company-profile wording that differs from the current website and answer interpretations that still need verification. Those are concrete source-consistency and claim-review tasks. Every whole-answer factual-accuracy field remains Not assessed. Read the source-review record before using a retained answer as a business fact. Selected successful fact checks do not validate an entire answer.
Read the actual status and evidence attached to every row. The plan is not a claim that all attempts returned usable answers. Blocked access, failures and unattempted runs remain in the record. Counts in the tracker are calculated from the retained rows, with a separate assessed denominator for each measure.
The collection operator was Codex using the connected browser. Visible interface settings and the limits of source capture are documented in the protocol. This is an assisted observation record; it does not claim independent human verification, a representative sample or a controlled model comparison.
The pilot contains one collection period. It cannot show monthly improvement or the effect of an edit. Review of factual accuracy is limited to identifiable claims about SEO Informatica that were checked against public evidence. Other providers’ claims are not a product audit. Read each review note before interpreting a Yes or No.
Open the pilot and your working log. The retained data stays separate from your own notes, and both remain useful as ordinary downloads without the interactive controls.
Record one planned attempt per row
Record the target business and domain as well as the exact question and context. A nonbranded question still needs a named assessment target. Use these statuses in your own log:
- Planned: the attempt belongs in the sample but has not been carried out.
- Completed: an answer was retained. This does not mean every measure has been assessed.
- No answer: the platform responded without a substantive answer to assess; retain the response and reason.
- Error: a technical or access problem prevented a usable answer. Record the problem rather than assigning No to its citation field.
- Not run: the planned attempt was deliberately skipped or could not be attempted. Preserve the reason.
The original pilot also distinguishes blocked access from a failed attempt. Its original status labels remain unchanged in the downloadable record.
Save the answer text or an evidence reference you can inspect later. Keep account details, private customer material and private conversation links out of public examples. If several source URLs belong to one answer, retain them together. Five cited URLs are still evidence for one answer, not five completed attempts.
Assess representation and accuracy independently
For each completed answer, record Yes, No or Not assessed for each of these observations:
- Business mention: the answer body explicitly names the business or domain. The name appearing only in your question does not count.
- Recommendation: the answer affirmatively includes the business for consideration. A neutral description is not automatically a recommendation.
- Own-site citation: the answer explicitly links the business’s domain or a relevant subdomain as a source. A retrieved-candidate listing alone does not establish a citation and stays Not assessed unless its use as a citation is confirmed.
- Cited third-party brand mention: a cited external page was opened and checked, and that page mentions the business. A domain label or an unread source is insufficient.
Accuracy is a separate review. In your own record, use Accurate in reviewed scope, Needs review, Incorrect in reviewed scope or Not assessed, and name the claims and evidence covered. A linked source can accompany an inaccurate description. A correct brand description can appear without an own-site citation.
Do not label an entire answer accurate just because one sentence checked out. If the answer never mentions the business, brand-claim accuracy is not assessed. If an external source was inaccessible, retain that limit instead of treating it as evidence that the brand was absent.
Show the denominator for every measure
Start with the planned-attempt count and the status breakdown. For each compatible question group and platform, count Yes, No and Not assessed among completed answers separately for each measure.
The assessed denominator is Yes plus No for that measure. The sample fraction is Yes divided by that assessed denominator. When no answers were assessed, report Not available: no assessed answers, not zero percent. Incomplete attempts remain visible in the status breakdown and do not enter the answer denominator.
For example, if three answers cite the site, five do not, and two completed answers have not had their sources reviewed, report 3 of 8 assessed answers; 2 not assessed. This is illustrative arithmetic, separate from our observed pilot. It is not three of ten fully assessed answers and it is not a share of the market.
Keep branded and nonbranded questions separate. Do not pool an identity prompt with a provider-discovery prompt to produce one impressive recommendation percentage. Even within a group, retain the question IDs and attempt counts so readers can see the sample’s composition.
Compare only compatible records
Before comparing two periods, check the exact question IDs and wording, platforms, visible modes, market and account context, planned attempts, answer-retention method and assessment definitions. Keep comparable records together and show differences explicitly. A changed prompt or platform mode may need its own series.
Use the same assessed scope for the measure being compared. A later period with more unassessed answers is not automatically a fall in visibility. Missing answers and changed context can explain a difference without any website change.
The working log exports every row, including filtered-out, unfinished and not-run records. It does not calculate an overall visibility score or causal improvement claim. Keep website changes in the action notes so a later reviewer has that context; a coincident change is still not proof of cause.
Read platform reports beside the sample
Google documents a dedicated generative AI Search performance report for impressions in supported AI Overviews and AI Mode experiences. Its rollout announcement records worldwide availability from 31 August 2026. Availability in this site’s property was not inspected for this pilot.
Keep the report’s dates, filters and aggregation with any export. Search AI impressions are included in the overall Web total; do not add them again. Discover is separate. Report dates use Pacific Time, and recent values may be preliminary. Exported zeros can also represent values shown as unavailable in the interface, so inspect the source context before treating a zero as an observed absence.
Bing’s AI Performance announcement describes citation activity, cited pages and sampled grounding-query phrases across supported experiences. Those phrases are not a complete transcript of users’ questions. Citation totals do not establish visits, position or revenue.
These platform records and your manual sample have different scopes and units. Keep them side by side, with the source and definition shown. Do not combine impressions, citations and sampled answer fractions into a single percentage.
Finish with an investigation you can assign
Choose the next action from the retained evidence. An outdated service description suggests checking the current service page and conflicting public sources. A cited page that does not support the answer calls for inspecting that source relationship. A missing citation in one completed answer may simply call for another planned observation, not a rewrite.
Record the evidence, proposed action, owner and decision. The service-page brief helps when the evidence points to a page requirement. The answer-source format guide helps inspect what a source block actually supports.
The older monthly citation log CSV remains available with its clearly labelled fictional HR example. It has not been relabelled as a real observation. Remove that illustrative row before using the old template for your own work.
Our historical benchmark dataset remains a separate study. Use the AI visibility timeline for review cadence and request a free Clarity Call if you want help choosing a useful website investigation. A completed citation log is optional.
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