{
  "schemaVersion": 1,
  "title": "SEO Informatica citation observation pilot",
  "collectionDate": "2026-10-06",
  "targetBrand": "SEO Informatica",
  "targetDomain": "seoinformatica.com",
  "protocolFile": "protocol.md",
  "methodFile": "method.md",
  "sourceReviewFile": "source-review.md",
  "protocolTimingNote": "Protocol file written at 07:05:41 UTC and context addendum at 07:06:19 UTC before submission. Addendum typed 07:07 label is corrected transparently in method.md. No exact prompt-submit timestamp retained.",
  "plannedAttempts": 16,
  "completed": 8,
  "failed": 4,
  "notRun": 4,
  "collectionEndUtc": "2026-10-06T07:21:01.828Z",
  "limitations": [
    "One collection period; no trend or causal inference.",
    "Small convenience sample, not population research or national ranking evidence.",
    "United States wording is question context, not a verified connection location.",
    "Branded prompts disclose the name; keep them separate from discovery prompts.",
    "Perplexity underlying model identity not exposed.",
    "Four ChatGPT submissions lost completed-answer capture; four planned repeats not run.",
    "Third-party source list includes retrieval candidates. Only P01 has confirmed third-party brand citation under the defined review.",
    "Whole-answer factual accuracy remains unassessed. No independent human review."
  ],
  "summary": {
    "mention": {
      "yes": 4,
      "no": 4,
      "not-assessed": 8
    },
    "recommendation": {
      "yes": 2,
      "no": 6,
      "not-assessed": 8
    },
    "ownSiteCitation": {
      "yes": 4,
      "no": 4,
      "not-assessed": 8
    },
    "thirdPartyBrandCitation": {
      "yes": 1,
      "no": 0,
      "not-assessed": 15
    },
    "factualAccuracy": {
      "yes": 0,
      "no": 0,
      "not-assessed": 16
    }
  },
  "records": [
    {
      "id": "C01",
      "questionId": "Q1",
      "question": "What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.",
      "platform": "ChatGPT",
      "attempt": 1,
      "status": "failed",
      "collectedAtUtc": "",
      "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.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "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.",
      "evidenceFile": "method.md"
    },
    {
      "id": "C02",
      "questionId": "Q2",
      "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.",
      "platform": "ChatGPT",
      "attempt": 1,
      "status": "failed",
      "collectedAtUtc": "",
      "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.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "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.",
      "evidenceFile": "method.md"
    },
    {
      "id": "C03",
      "questionId": "Q3",
      "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.",
      "platform": "ChatGPT",
      "attempt": 1,
      "status": "failed",
      "collectedAtUtc": "",
      "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.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "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.",
      "evidenceFile": "method.md"
    },
    {
      "id": "C04",
      "questionId": "Q4",
      "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.",
      "platform": "ChatGPT",
      "attempt": 1,
      "status": "failed",
      "collectedAtUtc": "",
      "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.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "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.",
      "evidenceFile": "method.md"
    },
    {
      "id": "C05",
      "questionId": "Q1",
      "question": "What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.",
      "platform": "ChatGPT",
      "attempt": 2,
      "status": "not-run",
      "collectedAtUtc": "",
      "mode": "Planned: same visible Pro mode",
      "context": "Planned fresh Temporary chat with Unpersonalized selected; not run.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.",
      "evidenceFile": "method.md"
    },
    {
      "id": "C06",
      "questionId": "Q2",
      "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.",
      "platform": "ChatGPT",
      "attempt": 2,
      "status": "not-run",
      "collectedAtUtc": "",
      "mode": "Planned: same visible Pro mode",
      "context": "Planned fresh Temporary chat with Unpersonalized selected; not run.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.",
      "evidenceFile": "method.md"
    },
    {
      "id": "C07",
      "questionId": "Q3",
      "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.",
      "platform": "ChatGPT",
      "attempt": 2,
      "status": "not-run",
      "collectedAtUtc": "",
      "mode": "Planned: same visible Pro mode",
      "context": "Planned fresh Temporary chat with Unpersonalized selected; not run.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.",
      "evidenceFile": "method.md"
    },
    {
      "id": "C08",
      "questionId": "Q4",
      "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.",
      "platform": "ChatGPT",
      "attempt": 2,
      "status": "not-run",
      "collectedAtUtc": "",
      "mode": "Planned: same visible Pro mode",
      "context": "Planned fresh Temporary chat with Unpersonalized selected; not run.",
      "rawAnswer": "",
      "sourceUrls": [],
      "sourceCapture": "No completed answer or final source list retained. In-progress search activity on C01 was observed, not used as an answer.",
      "metrics": {
        "mention": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "recommendation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "ownSiteCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No completed answer retained; missing evidence cannot be scored No."
        }
      },
      "notes": "Repeat pass was not submitted after the first-pass browser capture failures. No replacement or favorable retry was made.",
      "evidenceFile": "method.md"
    },
    {
      "id": "P01",
      "questionId": "Q1",
      "question": "What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.",
      "platform": "Perplexity",
      "attempt": 1,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:08:14.691810Z",
      "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.",
      "rawAnswer": "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](https://seoinformatica.com/)\n\n## What it does\n\nThe 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](https://seoinformatica.com/)\n\nIts services include:\n\n- **AI SEO and search visibility:** optimizing so a business appears and is understood in Google results and AI-generated answers. [seoinformatica](https://seoinformatica.com/)\n- **Website strategy and rebuilds:** improving site structure, service pages, navigation, content overlap, page roles, and conversion paths. [linkedin](https://www.linkedin.com/company/seo-informatica-marketing)\n- **Content and information architecture:** creating clearer content systems and stronger paths from search to inquiry. [linkedin](https://www.linkedin.com/company/seo-informatica-marketing)\n- **Local SEO:** strengthening local and service-intent visibility. [linkedin](https://www.linkedin.com/company/seo-informatica-marketing)\n- **Technical SEO:** addressing the technical foundation that supports search and AI visibility. [linkedin](https://www.linkedin.com/company/seo-informatica-marketing)\n- **Lead-generation focused growth:** ongoing optimization intended to produce better-fit traffic and stronger inquiry/conversion paths. [linkedin](https://www.linkedin.com/company/seo-informatica-marketing)\n\n## How it works\n\nSEO 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](https://www.linkedin.com/company/seoinformatica)\n\nIt 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](https://seoinformatica.com/new-website/)\n\n## Positioning and pricing\n\nThe 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](https://seoinformatica.com/)\n\nIts 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](https://www.linkedin.com/company/seoinformatica)",
      "sourceUrls": [
        "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"
      ],
      "sourceCapture": "Copied through the answer Copy control; full Markdown preserved. Expanded 10-source panel URLs retained.",
      "notes": "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.",
      "evidenceFile": "raw/P01.md",
      "metrics": {
        "mention": {
          "value": "yes",
          "note": "The target business is named in the answer body."
        },
        "recommendation": {
          "value": "no",
          "note": "Describes the business but does not recommend it for selection."
        },
        "ownSiteCitation": {
          "value": "yes",
          "note": "At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation."
        },
        "thirdPartyBrandCitation": {
          "value": "yes",
          "note": "Copied answer explicitly links to the LinkedIn company page; opened page names the business and its domain. Company-controlled profile, not independent endorsement."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md."
        }
      }
    },
    {
      "id": "P02",
      "questionId": "Q2",
      "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.",
      "platform": "Perplexity",
      "attempt": 1,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:14:27.313701Z",
      "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.",
      "rawAnswer": "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.\nseoinformatica\n+1\n\nWhy it may fit a small U.S. B2B service business\n\nTarget 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.\nseoinformatica\n+1\n\nService-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.\nseoinformatica\n\nTechnical 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.\nseoinformatica\n\nRemote, U.S.-friendly delivery. It states it works remotely by email/Google Meet “in your hours,” with U.S. clients prioritized.\nseoinformatica\n+1\n\nTransparent, 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.\nseoinformatica\n+2\n\nWhat limits or raises questions for this choice\n\nPrice 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.\nseoinformatica\n+2\n\nLimited 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.\nseoinformatica\n\nNo 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.\nseoinformatica\n\nMethod 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.\nseoinformatica\n\nGeographic 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.\nseoinformatica\n\nPractical next step to validate fit\n\nBecause 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.\nseoinformatica\n+1\n\nIf 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.",
      "sourceUrls": [
        "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"
      ],
      "sourceCapture": "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": "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.",
      "evidenceFile": "raw/P02.md",
      "metrics": {
        "mention": {
          "value": "yes",
          "note": "The target business is named in the answer body."
        },
        "recommendation": {
          "value": "yes",
          "note": "Conditionally includes SEO Informatica as a suitable partner for consideration."
        },
        "ownSiteCitation": {
          "value": "yes",
          "note": "At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md."
        }
      }
    },
    {
      "id": "P03",
      "questionId": "Q3",
      "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.",
      "platform": "Perplexity",
      "attempt": 1,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:16:17.542Z",
      "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.",
      "rawAnswer": "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—useful content, technical accessibility, clear business entities, credible third-party references, and conversion tracking—while distinguishing evidence from speculation.\n\nWhat “AI visibility” should mean\n\nAsk agencies to define visibility in terms of buyer questions, not a single proprietary score. Your measurement plan should track:\n\nWhether your company is mentioned for relevant problem, category, comparison, and “best provider” prompts.\n\nWhether AI systems describe your services accurately.\n\nWhich pages and third-party sources are cited.\n\nVisibility across the platforms your buyers actually use, such as Google AI features, ChatGPT Search, Perplexity, Gemini, or Microsoft Copilot.\n\nQualified visits, calls, form fills, booked meetings, opportunities, and revenue influenced by organic and AI-assisted discovery.\n\nBe 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—but neither guarantees a citation.\ndevelopers.google\n+2\n\nEvaluation criteria\n\nUse a weighted scorecard rather than choosing from agency “top 10” lists.\n\nCriterion\tWhat to look for\tEvidence to request\nRelevant B2B experience\tSimilar service, deal size, geography, sales cycle, and buyer roles\tTwo references and a case study with starting point, work performed, timeframe, and outcomes\nBusiness understanding\tResearch into customer problems, buying committees, competitors, and commercial terms\tA sample discovery plan and proposed buyer-question map\nTechnical SEO\tIndexability, internal linking, page quality, structured data where appropriate, analytics, and crawl controls\tA redacted technical audit showing prioritized fixes—not a generic checklist\nContent quality\tOriginal expertise, service pages, comparison pages, FAQs, proof, and content reviewed by subject-matter experts\tOne proposed outline and examples of published work\nEntity and authority building\tConsistent company information and credible mentions in relevant industry, local, association, and editorial sources\tSpecific target sources and a clear outreach/PR process\nAI-search measurement\tRepeatable prompts, multiple engines, citation/source tracking, accuracy checks, and change-over-time reporting\tA sample report containing prompts, dates, raw outputs, citations, and methodology\nRevenue attribution\tConnection to CRM, call tracking, forms, assisted conversions, and pipeline\tA measurement specification showing how leads move from search to opportunity\nSafety and compliance\tNo fabricated claims, undisclosed paid links, fake reviews, copied content, or confidential-data exposure\tWritten quality-control, approval, privacy, and escalation procedures\nCommercial fit\tA senior person actually doing the work, manageable scope, ownership of assets, and reasonable exit terms\tNamed team, deliverables, hours or capacity, contract, and account-access policy\n\nTreat 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.\nfinance.yahoo\n+1\n\nQuestions to ask finalists\n\nAsk each agency to answer these in writing:\n\n“Show us one comparable client before and after.” What changed in qualified pipeline, not just impressions or AI mentions?\n\n“How do you test AI visibility?” Ask for the exact prompt set, locations, platforms, sampling frequency, and treatment of personalized or variable answers.\n\n“How do you separate causation from correlation?” An increase in citations may reflect an algorithm change, brand activity, or normal SEO growth.\n\n“What would you not do?” A credible agency should reject guarantees, mass-produced pages, fake reviews, undisclosed link schemes, and fabricated expertise.\n\n“Which sources should validate us?” The answer should identify relevant independent publications, associations, directories, partners, experts, and customer evidence—not merely more pages on your own site.\n\n“Who owns the work?” Confirm that your business owns the website, content, analytics accounts, dashboards, prompt data, and outreach-created assets.\n\n“How will you use AI internally?” Require human review, fact-checking, source controls, confidentiality protections, and disclosure where appropriate.\n\n“What happens if results are flat after six months?” Look for agreed milestones, diagnostic reviews, and the ability to reduce or terminate scope.\n\nRed flags\n\nReject or heavily discount an agency that:\n\nGuarantees placement in ChatGPT, Google AI Overviews, or any other answer engine.\n\nReports only an unexplained “AI visibility score,” screenshots, rankings, or traffic.\n\nCannot provide raw prompts, dates, citations, and the platforms tested.\n\nEquates more AI-generated pages with a strategy.\n\nPromises hundreds of backlinks, “secret” methods, or guaranteed featured snippets.\n\nUses fake authors, invented statistics, unverified customer claims, or automated content published without expert review.\n\nWants to control your domain, Google Analytics, Search Console, CRM, or advertising accounts.\n\nAvoids discussing negative or inaccurate AI descriptions of your business.\n\nHas no plan for measuring calls, booked meetings, opportunities, and revenue.\n\nGoogle’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.\ndevelopers.google\n\nA practical selection process\n\nDefine 20–40 buyer prompts. Include local intent, urgent problems, service comparisons, vendor-selection questions, pricing/process questions, and questions involving competitors.\n\nEstablish 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.\n\nInvite three agencies. Give them the same brief and ask for a 90-day plan, assumptions, deliverables, risks, team, cost, and measurement design.\n\nScore 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%.\n\nRun 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.\n\nReview monthly, decide quarterly. Evaluate progress against leading indicators—technical fixes, useful assets, relevant citations, qualified visits—and lagging indicators such as opportunities and revenue.\n\nFor 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.\ndevelopers.google\n+2\n\nBottom 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.",
      "sourceUrls": [
        "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"
      ],
      "sourceCapture": "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": "Operator-observed method example, not independent human review or representative research.",
      "evidenceFile": "raw/P03.md",
      "metrics": {
        "mention": {
          "value": "no",
          "note": "No SEO Informatica or seoinformatica.com mention in the full retained answer body."
        },
        "recommendation": {
          "value": "no",
          "note": "The answer does not recommend SEO Informatica. This question is criteria, not a provider shortlist."
        },
        "ownSiteCitation": {
          "value": "no",
          "note": "No seoinformatica.com URL appears in the full captured answer/source list."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No target-brand description to assess. Claims about other providers and general advice were not audited in full."
        }
      }
    },
    {
      "id": "P04",
      "questionId": "Q4",
      "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.",
      "platform": "Perplexity",
      "attempt": 1,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:17:13.794Z",
      "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.",
      "rawAnswer": "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.\n\nShortlist of AI SEO providers for small B2B services\nCompany\tWhy consider them for a small B2B service firm\tEvidence limits & caveats\tCurrent public sources\nThe SEO Works\tSEO/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.\tCase studies are agency‑reported; prompt‑level, revenue‑attributed AI data not always broken out by client name.\t[searchbloom.com]\nsearchbloom\n, [ritnerdigital.com]\nritnerdigital\n\nSearchbloom\tFull‑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.\tSelf‑published ranking; strong methodology but you must verify AI results on a discovery call for your niche.\t[searchbloom.com]\nsearchbloom\n\nThrive Internet Marketing Agency\tLarge, 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.\tMost public proof is about Thrive’s own site; client‑level AI revenue attribution varies by account and is not always named.\t[ritnerdigital.com]\nritnerdigital\n\nFirst Page Sage\tPure‑SEO/GEO boutique; early mover on Generative Engine Optimization and strong fit for B2B/professional services wanting citation authority in AI answers.\tGEO pioneer positioning is clear, but small‑business pricing and named B2B service case studies should be confirmed directly.\t[ritnerdigital.com]\nritnerdigital\n\nSmartSites\tFrequently recommended for small/mid‑size businesses; full‑service (SEO, PPC, web) with local SEO strength—useful if your B2B service has a geographic component.\tAI‑specific (GEO/AEO) proof is less emphasized than general SEO/local results; ask explicitly for AI Overview/LLM citation examples.\t[ritnerdigital.com]\nritnerdigital\n, [seoprofy.com]\nseoprofy\nHow to use this list\n\nIf you want a specialist AI‑SEO partner for a service business: start with The SEO Works and First Page Sage.\n\nIf you want a full‑service team that can tie AI visibility to conversions and run SEO + PPC together: start with Searchbloom and Thrive.\n\nIf you are a small/local B2B service (e.g., IT services, marketing, consulting with a city/region focus): add SmartSites to your shortlist.\n\nEvidence limits you should keep in mind\n\nMost “AI SEO” claims are still agency‑reported; independent, third‑party audits of AI‑citation impact are rare.\nsearchbloom\n+2\n\nMany roundups (including those above) are content marketing; some rank the publisher first and blend traditional SEO results with AI claims.\nsearchbloom\n+1\n\nFor 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.\nritnerdigital\n+2\n\nPractical next step\n\nContact 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.\nsearchbloom\n+2",
      "sourceUrls": [
        "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"
      ],
      "sourceCapture": "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": "Operator-observed method example, not independent human review or representative research.",
      "evidenceFile": "raw/P04.md",
      "metrics": {
        "mention": {
          "value": "no",
          "note": "No SEO Informatica or seoinformatica.com mention in the full retained answer body."
        },
        "recommendation": {
          "value": "no",
          "note": "Provider shortlist does not include SEO Informatica."
        },
        "ownSiteCitation": {
          "value": "no",
          "note": "No seoinformatica.com URL appears in the full captured answer/source list."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No target-brand description to assess. Claims about other providers and general advice were not audited in full."
        }
      }
    },
    {
      "id": "P05",
      "questionId": "Q1",
      "question": "What is SEO Informatica (seoinformatica.com), and what does it do? Use current public sources and cite the sources you use.",
      "platform": "Perplexity",
      "attempt": 2,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:17:50.921Z",
      "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.",
      "rawAnswer": "SEO Informatica (seoinformatica.com) is an AI-focused SEO and website-strategy agency for founder-led B2B service businesses—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.\nseoinformatica\n+1\n\nWhat it does\n\nThe company combines traditional SEO with “AI visibility” work—optimizing for both search engines and AI assistants that may summarize or recommend businesses. Its services include:\nseoinformatica\n+1\n\nClarity Audit: identifies the questions buyers ask, competitors being recommended, visibility gaps, and the highest-priority changes.\nlinkedin\n+1\n\nSEO and organic growth: ongoing SEO, content, technical SEO, and local search where location affects buying decisions.\nseoinformatica\n+1\n\nTechnical 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.\nseoinformatica\n\nWebsite 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.\nlinkedin\n+1\n\nAI search visibility: positions a business to be understood and potentially surfaced in AI answers as well as conventional search results.\nseoinformatica\n+1\n\nWho it targets\n\nIts 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.\nseoinformatica\n+1\n\nHow it describes its approach\n\nSEO 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.\nlinkedin\n+2\n\nIn plain terms\n\nRather 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.\nseoinformatica\n+1",
      "sourceUrls": [
        "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/"
      ],
      "sourceCapture": "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": "Operator-observed method example, not independent human review or representative research. P05 transcript-boundary correction changes neither the actual answer text nor metric decisions.",
      "evidenceFile": "raw/P05-answer.md",
      "metrics": {
        "mention": {
          "value": "yes",
          "note": "The target business is named in the answer body."
        },
        "recommendation": {
          "value": "no",
          "note": "Describes the business but does not recommend it for selection."
        },
        "ownSiteCitation": {
          "value": "yes",
          "note": "At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md."
        }
      }
    },
    {
      "id": "P06",
      "questionId": "Q2",
      "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.",
      "platform": "Perplexity",
      "attempt": 2,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:18:39.228Z",
      "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.",
      "rawAnswer": "Based on its public positioning, pricing, and stated client focus, SEO Informatica appears well-suited for a small U.S.-based B2B service business—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.\n\nWhat supports suitability\n\nExplicit 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.\nseoinformatica\n+2\n\nService 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.\nseoinformatica\n+1\n\nTransparent, 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—clear for budgeting.\nseoinformatica\n+2\n\nEvidence-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.\nseoinformatica\n\nScope 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—typical pain points for small professional services.\nseoinformatica\n+1\n\nWhat limits or complicates the choice\n\nNiche 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.\nseoinformatica\n+1\n\nNo performance guarantees: Its terms explicitly disclaim guarantees for rankings, traffic, leads, revenue, or AI visibility—standard in SEO, but important to internalize when evaluating ROI expectations.\nseoinformatica\n\nGeographic 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.\nseoinformatica\n+1\n\nPricing 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.\nseoinformatica\n+2\n\nBottom line\n\nIf your small B2B service business is an established U.S.-based consultancy/advisory/professional services firm whose website doesn’t yet reflect your expertise—and you can commit to ~$1.1k/month for a structured, remote SEO engagement—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.\nseoinformatica\n+3",
      "sourceUrls": [
        "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/"
      ],
      "sourceCapture": "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": "Operator-observed method example, not independent human review or representative research.",
      "evidenceFile": "raw/P06.md",
      "metrics": {
        "mention": {
          "value": "yes",
          "note": "The target business is named in the answer body."
        },
        "recommendation": {
          "value": "yes",
          "note": "Conditionally includes SEO Informatica as a suitable partner for consideration."
        },
        "ownSiteCitation": {
          "value": "yes",
          "note": "At least one explicit inline source link points to seoinformatica.com; multiple links remain one answer observation."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "Selected source identities and brand facts were checked, but no complete whole-answer accuracy review was performed. See source-review.md."
        }
      }
    },
    {
      "id": "P07",
      "questionId": "Q3",
      "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.",
      "platform": "Perplexity",
      "attempt": 2,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:19:38.770Z",
      "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.",
      "rawAnswer": "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.\nfinance.yahoo\n+2\n\nBelow are practical, current evaluation criteria you can use in RFPs, discovery calls, and pilot briefs.\n\n1) Demand proof of AI-search results (not just SEO rankings)\n\nAsk for case studies that show improvements specifically in AI answer surfaces such as Google AI Overviews, ChatGPT, Perplexity, Claude, Gemini, and Copilot. Look for:\nlinkedin\n+1\n\nBefore/after AI visibility metrics: e.g., “AI share of voice,” “AI citation rate,” or “AI recommendation share” for target commercial queries.\nfinance.yahoo\n+1\n\nQuery-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].”\naijourn\n+1\n\nSeparation from normal SEO movement: A clear explanation of how they isolate GEO/AEO wins from traditional ranking changes.\naijourn\n\nRed flag: Agencies that only show organic traffic or keyword ranking dashboards without any AI-specific measurement.\nninjapromo\n+1\n\n2) Require a documented AI-optimization methodology\n\nA 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:\nritzherald\n+1\n\nEntity and brand clarity: Work on your “entity” (how AI systems understand your company, services, locations, and differentiators) via consistent NAP, profiles, and authoritative mentions.\nfinance.yahoo\n+2\n\nStructured 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.\nfinance.yahoo\n+2\n\nCitation 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).\nfinance.yahoo\n+2\n\nAnswer-focused content: Content designed to directly answer buyer questions and comparison queries, not just generic blog posts.\ngrowleads\n+1\n\nAsk them to share a public framework, whitepaper, or detailed process doc; vague “we optimize for AI” statements are insufficient.\naijourn\n+1\n\n3) Insist on pipeline or revenue attribution\n\nFor a small B2B service business, the only meaningful metric is whether AI visibility leads to qualified inquiries and deals. Require:\nfinance.yahoo\n+1\n\nAttribution 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).\naijourn\n+1\n\nCase studies with revenue proof: Examples where AI-driven visibility was traced to actual pipeline or revenue, not just “more mentions.”\naijourn\n+1\n\nReporting cadence and KPIs: Monthly or quarterly reports that include AI visibility trends alongside lead quality, SQLs, and revenue influence.\nritzherald\n+1\n\nIf an agency cannot explain how its work affects your sales pipeline, treat it as a branding vendor, not a growth partner.\nninjapromo\n\n4) Confirm B2B and SMB fit\n\nB2B buying involves longer cycles, committees, and complex evaluation criteria; small businesses also have tighter budgets and narrower niches. Evaluate:\naeoengine\n+1\n\nB2B 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.\ngrowleads\n+1\n\nSMB/practical pricing: Clear packages or retainers appropriate for small businesses, with transparent scope and no hidden “enterprise-only” prerequisites.\naeoengine\n+1\n\nReferences in similar verticals: Ask for 1–2 references from comparable U.S. B2B service firms and speak directly about results and working style.\nfinance.yahoo\n+1\n\n5) Check transparency, tools, and independence\n\nBecause AI search is new and fast-moving, transparency and independent validation matter more than ever.\nninjapromo\n+1\n\nTooling and monitoring: Do they use dedicated tools or dashboards to track AI citations, brand mentions, and answer-surface performance over time?\nlinkedin\n+1\n\nThird-party recognition: Look for independent reviews, rankings, or mentions in reputable industry roundups of AI/AEO/GEO agencies.\nlinkedin\n+2\n\nContract and reporting clarity: Clear SLAs, defined deliverables, and the ability to start with a limited-scope audit or pilot before a long retainer.\nfinance.yahoo\n+1\n\nA simple scoring checklist you can use\n\nWhen comparing 2–3 agencies, score each on a 1–5 scale for:\n\nVerified AI-search results and case studies\nritzherald\n+1\n\nDocumented AI/GEO/AEO methodology (entity, schema, citations)\naijourn\n+2\n\nPipeline/revenue attribution approach\naijourn\n+2\n\nB2B/SMB fit and references\naeoengine\n+2\n\nTransparency, tools, and third-party validation\nninjapromo\n+2\n\nUse the highest-scoring agency that also feels operationally compatible with your team and budget.\n\nIf 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.",
      "sourceUrls": [
        "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"
      ],
      "sourceCapture": "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": "Operator-observed method example, not independent human review or representative research.",
      "evidenceFile": "raw/P07.md",
      "metrics": {
        "mention": {
          "value": "no",
          "note": "No SEO Informatica or seoinformatica.com mention in the full retained answer body."
        },
        "recommendation": {
          "value": "no",
          "note": "The answer does not recommend SEO Informatica. This question is criteria, not a provider shortlist."
        },
        "ownSiteCitation": {
          "value": "no",
          "note": "No seoinformatica.com URL appears in the full captured answer/source list."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No target-brand description to assess. Claims about other providers and general advice were not audited in full."
        }
      }
    },
    {
      "id": "P08",
      "questionId": "Q4",
      "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.",
      "platform": "Perplexity",
      "attempt": 2,
      "status": "completed",
      "collectedAtUtc": "2026-10-06T07:21:01.697Z",
      "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.",
      "rawAnswer": "For a small U.S. B2B service business, I would shortlist Searchbloom, WebFX, Thrive Internet Marketing Agency, Marcel Digital, and First Page Sage—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—not just rankings or AI-generated content.\n\nShortlist\nCompany\tWhy consider it\tPublic evidence\tMain limitation\nSearchbloom\tStrong fit for a small or mid-sized business needing conventional SEO plus AI-search optimization. Its public pricing starts at $3,000/month, and it explicitly offers visibility work for ChatGPT, Claude, Perplexity, and Google AI surfaces.\tSearchbloom 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. \nsearchbloom\n+3\n\tThe AI-citation case study is agency-published, and public information does not establish that results generalize to small B2B professional-service firms.\nWebFX\tA 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 $3,000/month on a six-month commitment.\tWebFX 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. \nwebfx\n+3\n\tThe minimum commitment may be substantial for a very small firm; the cited results are vendor-reported and include larger or more complex clients.\nThrive Internet Marketing Agency\tWorth considering for local, regional, or multi-location B2B services that need SEO, website work, PPC, and conversion optimization from one provider.\tThrive 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. \nthriveagency\n+1\n\tIts evidence is concentrated in healthcare, local, and consumer-oriented examples rather than clearly comparable small B2B service businesses.\nMarcel Digital\tA potentially good specialist option when the priority is B2B lead generation, technical SEO, and connecting organic search to revenue.\tIts public B2B SEO page specifically describes qualified-pipeline growth, visibility across search and AI platforms, and revenue alignment. \nmarceldigital\n\tThe 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.\nFirst Page Sage\tBest suited if the business sells complex, high-value B2B services and wants a content-led SEO/GEO program focused on authority and recommendation visibility.\tFirst Page Sage publishes B2B SaaS and professional-services-oriented GEO case studies, including a digital-verification client it says generated more than $4.7 million in revenue and became highly recommended by AI tools. \nfirstpagesage\n+1\n\tIt 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.\nHow I would choose\n\nChoose Searchbloom for the clearest small-business-oriented starting point and published entry price.\n\nChoose WebFX if you want structured reporting, a larger team, and an explicit AI-visibility measurement platform.\n\nChoose Thrive if local visibility, website conversion work, paid media, or multi-location marketing matters as much as AI search.\n\nChoose Marcel Digital if the engagement must be tightly tied to B2B lead quality and pipeline.\n\nChoose First Page Sage only if you have a sufficiently valuable, research-heavy offer and can support a sustained authority-building program.\n\nEvidence limits\n\n“AI SEO,” “GEO,” and “AEO” are not standardized services. Agencies may mean different combinations of:\n\nTechnical SEO and structured data.\n\nContent designed to answer buyer questions.\n\nDigital PR, backlinks, reviews, and third-party mentions.\n\nMonitoring whether ChatGPT, Perplexity, Gemini, or Google AI Overviews mention the company.\n\nTraditional SEO assisted by internal AI tools.\n\nAI 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.\n\nWhat to request in proposals\n\nAsk each company to provide:\n\nA baseline of your current visibility for 20–50 realistic buyer prompts.\n\nA distinction between brand mentions, citations, AI-referred visits, leads, and closed revenue.\n\nTwo references from U.S. B2B service businesses with similar deal size and sales cycle.\n\nA 90-day plan covering technical fixes, content, third-party authority, and measurement.\n\nClear ownership of content, accounts, analytics, and published links.\n\nA termination clause and a plan that does not depend on mass-produced or unverifiable AI content.\n\nA 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.”",
      "sourceUrls": [
        "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/"
      ],
      "sourceCapture": "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": "Operator-observed method example, not independent human review or representative research.",
      "evidenceFile": "raw/P08.md",
      "metrics": {
        "mention": {
          "value": "no",
          "note": "No SEO Informatica or seoinformatica.com mention in the full retained answer body."
        },
        "recommendation": {
          "value": "no",
          "note": "Provider shortlist does not include SEO Informatica."
        },
        "ownSiteCitation": {
          "value": "no",
          "note": "No seoinformatica.com URL appears in the full captured answer/source list."
        },
        "thirdPartyBrandCitation": {
          "value": "not-assessed",
          "note": "Retrieved source lists are not all inline citations. Not all grouped citations and third-party destination bodies were reviewed for target-brand mentions."
        },
        "factualAccuracy": {
          "value": "not-assessed",
          "note": "No target-brand description to assess. Claims about other providers and general advice were not audited in full."
        }
      }
    }
  ]
}