{ "schema_version": "1.0", "method_version": "2026-10-06", "example_id": "B05-KW-01", "scope": "One source-limited teaching exercise; not a demand dataset, model benchmark or ranking study.", "review_status": "Agent-assisted source and inventory review; final owner review pending.", "metric_collection": "No volume, difficulty, CPC or traffic data collected.", "exact_query_samples": [ "ai keyword research", "ai generated content seo" ], "counts": { "propose_distinct_page": 2, "group_with_another_candidate": 5, "existing_page_review": 13, "investigate": 6, "defer": 4 }, "rows": [ { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K01", "candidate": "ai keyword research", "provenance": "supplied_editorial_seed", "suggested_task": "Build a keyword-research workflow that separates AI suggestions from validated evidence.", "reviewed_task": "Build a keyword-research workflow that separates AI suggestions from validated evidence.", "existing_page": "/what-is-ai-seo/", "decision": "propose_distinct_page", "rationale": "The exact sample mixes tools, comparisons, instruction and discussion. Existing definition and routing pages do not supply a retained complete research exercise. A practical research article is a defensible proposal, with a narrow tool-selection handoff.", "evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | research/competitor-gap-map.md", "evidence_date": "2026-10-06", "market": "US English intended; New York 10007 exact sample only", "evidence_status": "exact_query_observed", "exact_query_check_status": "checked", "review_status": "in_review", "next_action": "Owner review of the complete research article; keep search demand and ranking outcome unknown.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "possible new article", "suggested_existing_page": "`/what-is-ai-seo/` — background only", "suggested_evidence_check": "Check whether US-English results primarily serve workflow learning or tool selection before proposing a workflow page.", "group_target": "", "reviewed_page": "/ai-keyword-research/", "observed_query": "ai keyword research", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "research/competitor-gap-map.md; ai keyword research", "ownership_evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K02", "candidate": "how to use ai for keyword research", "provenance": "generated_suggestion", "suggested_task": "Follow a practical process from seed ideas to reviewed keyword candidates.", "reviewed_task": "Follow a practical process from seed ideas to reviewed keyword candidates.", "existing_page": "/what-is-ai-seo/", "decision": "group_with_another_candidate", "rationale": "This wording plausibly asks for the K01 workflow. Only the broader exact K01 query was sampled; this variant was not independently checked.", "evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | research/competitor-gap-map.md; related exact query only", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "related_query_observed", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Check this exact query if using it as a separate target. Do not create another how-to URL from wording alone.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "possible new article (shared K01 workflow)", "suggested_existing_page": "`/what-is-ai-seo/` — background only", "suggested_evidence_check": "Compare US-English result tasks with K01 to test whether one workflow page serves both phrases.", "group_target": "K01", "reviewed_page": "", "observed_query": "ai keyword research", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "research/competitor-gap-map.md; ai keyword research", "ownership_evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K03", "candidate": "ai keyword research prompts", "provenance": "generated_suggestion", "suggested_task": "Find reusable prompts for generating, refining, and challenging keyword hypotheses.", "reviewed_task": "Find reusable prompts for generating, refining, and challenging keyword hypotheses.", "existing_page": "", "decision": "group_with_another_candidate", "rationale": "The retained prompt and evidence review can answer the prompt-use task within K01. A prompt library would need its own reader benefit; no such evidence was collected.", "evidence_reference": "research/competitor-gap-map.md; related exact query only", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "related_query_observed", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Use the complete prompt and review inside K01; investigate exact-query intent before expanding a library.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "possible new article (shared K01 workflow)", "suggested_existing_page": "—", "suggested_evidence_check": "Test whether a prompt section within the proposed K01 workflow completes this task without a separate library.", "group_target": "K01", "reviewed_page": "", "observed_query": "ai keyword research", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "research/competitor-gap-map.md; ai keyword research", "ownership_evidence_reference": "evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K04", "candidate": "ai keyword clustering by search intent", "provenance": "generated_suggestion", "suggested_task": "Group candidate phrases by reader task and assign appropriate page roles.", "reviewed_task": "Group candidate phrases by reader task and assign appropriate page roles.", "existing_page": "/intent-routing-101/", "decision": "existing_page_review", "rationale": "The existing method already maps reader tasks to page roles. It does not need a second six-role guide. The retained exercise can be a linked application of that method.", "evidence_reference": "https://seoinformatica.com/intent-routing-101/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Retain this owner and link to it from the new keyword article; no reciprocal edit is proposed. Check exact-query intent before a separate clustering article.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/intent-routing-101/`", "suggested_evidence_check": "Audit whether the page includes a worked example of checking AI-proposed clusters against reader tasks.", "group_target": "", "reviewed_page": "/intent-routing-101/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/intent-routing-101/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K05", "candidate": "ai keyword research for service businesses", "provenance": "generated_suggestion", "suggested_task": "Apply keyword research to services, customer problems, and geographic relevance.", "reviewed_task": "Apply keyword research to services, customer problems, and geographic relevance.", "existing_page": "/intent-routing-101/", "decision": "investigate", "rationale": "The proposed article uses a service-oriented publisher inventory, but it is not a worked local-service market study. It cannot establish geographic demand or complete this broader industry-specific task.", "evidence_reference": "https://seoinformatica.com/intent-routing-101/ | research/competitor-gap-map.md; related exact query only", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "related_query_observed", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Collect a real bounded service-business input set and exact-query evidence before promising a dedicated treatment.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "possible new article (shared K01 workflow)", "suggested_existing_page": "`/intent-routing-101/` — page-routing component only", "suggested_evidence_check": "Test whether a service-business example within K01 answers the task without requiring a separate page.", "group_target": "K01", "reviewed_page": "", "observed_query": "ai keyword research", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "research/competitor-gap-map.md; ai keyword research", "ownership_evidence_reference": "https://seoinformatica.com/intent-routing-101/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K06", "candidate": "ai generated content seo", "provenance": "supplied_editorial_seed", "suggested_task": "Decide how to use AI-written content within a responsible SEO publishing process.", "reviewed_task": "Decide how to use AI-written content within a responsible SEO publishing process.", "existing_page": "/what-is-ai-seo/", "decision": "propose_distinct_page", "rationale": "The exact sample includes official Google policy and editing guides. Existing answer-structure and source-format owners do not provide this retained claim-by-claim editorial review.", "evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | research/competitor-gap-map.md", "evidence_date": "2026-10-06", "market": "US English intended; New York 10007 exact sample only", "evidence_status": "exact_query_observed", "exact_query_check_status": "checked", "review_status": "in_review", "next_action": "Owner review of the complete content article, claim ledger and metadata limits; no automatic publication approval.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "possible new article", "suggested_existing_page": "`/what-is-ai-seo/` — background only", "suggested_evidence_check": "Compare a proposed publishing-workflow outline with existing-page coverage to confirm that no page adequately owns the complete task.", "group_target": "", "reviewed_page": "/ai-generated-content-seo/", "observed_query": "ai generated content seo", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "research/competitor-gap-map.md; ai generated content seo", "ownership_evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K07", "candidate": "is ai generated content bad for seo", "provenance": "generated_suggestion", "suggested_task": "Understand policy and quality considerations before publishing AI-written content.", "reviewed_task": "Understand policy and quality considerations before publishing AI-written content.", "existing_page": "/what-is-ai-seo/", "decision": "group_with_another_candidate", "rationale": "The official policy question belongs inside K06. Current Google guidance was checked; this exact wording was not separately searched.", "evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | research/competitor-gap-map.md; related exact query only | https://developers.google.com/search/docs/fundamentals/using-gen-ai-content", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "related_query_observed", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Keep the qualified policy answer and source date in K06; do not promise every generated page will rank.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "possible new article (shared K06 publishing guide)", "suggested_existing_page": "`/what-is-ai-seo/` — background only", "suggested_evidence_check": "Check current official Google Search guidance for what it actually says about AI-assisted content and problematic publishing practices.", "group_target": "K06", "reviewed_page": "", "observed_query": "ai generated content seo", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "research/competitor-gap-map.md; ai generated content seo", "ownership_evidence_reference": "https://seoinformatica.com/what-is-ai-seo/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K08", "candidate": "how to fact check ai generated content", "provenance": "generated_suggestion", "suggested_task": "Verify factual claims and identify unsupported statements before publication.", "reviewed_task": "Verify factual claims and identify unsupported statements before publication.", "existing_page": "/answer-block-writing-framework/", "decision": "group_with_another_candidate", "rationale": "The model left ownership open. The inspected answer-block page teaches answer structure and proof placement; K06 adds statement-level verification and metadata decisions.", "evidence_reference": "https://seoinformatica.com/answer-block-writing-framework/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Route factual checking to K06 and link to the answer-block owner for structure; inspect this exact query before treating it as a validated target.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "investigate", "suggested_existing_page": "`/answer-block-writing-framework/` — supporting-proof component", "suggested_evidence_check": "Audit whether its proof guidance covers claim-by-claim factual verification or only presenting supporting evidence.", "group_target": "K06", "reviewed_page": "", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/answer-block-writing-framework/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K09", "candidate": "ai generated content seo checklist", "provenance": "generated_suggestion", "suggested_task": "Review an AI-assisted draft systematically before publishing it.", "reviewed_task": "Review an AI-assisted draft systematically before publishing it.", "existing_page": "/answer-block-writing-framework/", "decision": "group_with_another_candidate", "rationale": "A claim-review worksheet serves the proposed publishing-review guide. A separate checklist URL would repeat the same job on the present evidence.", "evidence_reference": "https://seoinformatica.com/answer-block-writing-framework/ | research/competitor-gap-map.md; related exact query only", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "related_query_observed", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Provide the worksheet within K06, preserving unsupported and unfinished items rather than an approval score.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "possible new article (shared K06 publishing guide)", "suggested_existing_page": "`/answer-block-writing-framework/` — structure and proof components only", "suggested_evidence_check": "Map the proposed checklist to K06’s publishing workflow to verify that both tasks can be completed on one page.", "group_target": "K06", "reviewed_page": "", "observed_query": "ai generated content seo", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "research/competitor-gap-map.md; ai generated content seo", "ownership_evidence_reference": "https://seoinformatica.com/answer-block-writing-framework/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K10", "candidate": "how to add sources to ai generated content", "provenance": "generated_suggestion", "suggested_task": "Connect factual statements in an AI-assisted answer to traceable supporting sources.", "reviewed_task": "Connect factual statements in an AI-assisted answer to traceable supporting sources.", "existing_page": "/ai-visibility-benchmark/answer-source-format/", "decision": "existing_page_review", "rationale": "The existing page already connects claim, evidence, boundary and route, with a source-block example. This is source presentation, distinct from verifying the underlying statement.", "evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/answer-source-format/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Keep this owner; use K06 for verification and this page for presenting supported claims. No rewrite justified solely by the candidate.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-visibility-benchmark/answer-source-format/`", "suggested_evidence_check": "Audit whether the page demonstrates claim-to-source attribution rather than merely appending a source list.", "group_target": "", "reviewed_page": "/ai-visibility-benchmark/answer-source-format/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/answer-source-format/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K11", "candidate": "ai seo tools", "provenance": "supplied_editorial_seed", "suggested_task": "Understand tool categories and choose tools for a specific SEO task.", "reviewed_task": "Understand tool categories and choose tools for a specific SEO task.", "existing_page": "/ai-seo-tools/", "decision": "existing_page_review", "rationale": "The current tools guide owns visibility and diagnosis evidence. The model description of generic tool categories is broader than the actual comparison.", "evidence_reference": "https://seoinformatica.com/ai-seo-tools/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Keep the limited scope explicit; route drafting and research readers to the workflow guides. Exact query not rechecked in this exercise.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-tools/`", "suggested_evidence_check": "Sample US-English results to check whether the reader task matches the page’s non-writing tool-selection scope.", "group_target": "", "reviewed_page": "/ai-seo-tools/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-tools/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K12", "candidate": "ai seo tools for small business", "provenance": "generated_suggestion", "suggested_task": "Choose tools suited to limited budgets, staff time, and practical business needs.", "reviewed_task": "Choose tools suited to limited budgets, staff time, and practical business needs.", "existing_page": "/ai-seo-tools/", "decision": "existing_page_review", "rationale": "The page already asks what a small team should start with and discusses access, setup, review effort and total commitment. No missing budget-specific product comparison was established.", "evidence_reference": "https://seoinformatica.com/ai-seo-tools/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Retain useful team guidance; collect actual requirements before proposing additional tool recommendations.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-tools/`", "suggested_evidence_check": "Audit whether its selection criteria address budget, setup effort, and tasks a small service business needs to complete.", "group_target": "", "reviewed_page": "/ai-seo-tools/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-tools/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K13", "candidate": "ai writing tools for seo", "provenance": "generated_suggestion", "suggested_task": "Compare writing assistants for producing and editing search-oriented content.", "reviewed_task": "Compare writing assistants for producing and editing search-oriented content.", "existing_page": "/ai-seo-tools/", "decision": "defer", "rationale": "The current tools guide expressly excludes writing assistants. The new content article evaluates draft claims, not products. Neither is a complete writing-tool comparison.", "evidence_reference": "https://seoinformatica.com/ai-seo-tools/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Research the exact query and perform bounded product evaluations if a future comparison is approved.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "investigate", "suggested_existing_page": "`/ai-seo-tools/` — scope reference only; writing assistants excluded", "suggested_evidence_check": "Check US-English results for a distinct writing-assistant comparison task before proposing a separate page.", "group_target": "", "reviewed_page": "", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-tools/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K14", "candidate": "free vs paid ai seo tools", "provenance": "generated_suggestion", "suggested_task": "Decide whether paid capabilities justify moving beyond a free tool or tier.", "reviewed_task": "Decide whether paid capabilities justify moving beyond a free tool or tier.", "existing_page": "/ai-seo-tools/", "decision": "investigate", "rationale": "The guide records account access and terms as unknown and does not establish current free-versus-paid entitlements for every candidate.", "evidence_reference": "https://seoinformatica.com/ai-seo-tools/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Check specific product, plan, limits and date before making a paid-tier claim. No pricing dataset collected here.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-tools/`", "suggested_evidence_check": "Verify relevant free-tier limits and paid capabilities against first-party product documentation.", "group_target": "", "reviewed_page": "/ai-seo-tools/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-tools/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K15", "candidate": "ai seo tools for citation tracking", "provenance": "generated_suggestion", "suggested_task": "Select software for monitoring website citations in AI answers.", "reviewed_task": "Select software for monitoring website citations in AI answers.", "existing_page": "/ai-seo-tools/", "decision": "existing_page_review", "rationale": "The current guide distinguishes selected-question tracking, broad answer datasets and platform citation reports. It already routes the reader to relevant evidence categories.", "evidence_reference": "https://seoinformatica.com/ai-seo-tools/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Choose a defined task and verify current platform coverage during an actual trial; do not turn this inventory check into a product test.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-tools/`", "suggested_evidence_check": "Verify candidate tools’ supported answer systems and citation-recording capabilities in first-party documentation.", "group_target": "", "reviewed_page": "/ai-seo-tools/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-tools/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K16", "candidate": "ai seo companies", "provenance": "supplied_editorial_seed", "suggested_task": "Evaluate providers and understand what their proposed services include.", "reviewed_task": "Evaluate providers and understand what their proposed services include.", "existing_page": "/ai-seo-companies/", "decision": "existing_page_review", "rationale": "The provider guide separates advertised scope, delivery descriptions, reported cases and buyer confirmations across six providers.", "evidence_reference": "https://seoinformatica.com/ai-seo-companies/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Use the existing guide and preserve its non-ranked sample. Exact query not rechecked in this exercise.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-companies/`", "suggested_evidence_check": "Sample US-English results to identify whether providers primarily offer AI-assisted SEO, AI visibility work, or both.", "group_target": "", "reviewed_page": "/ai-seo-companies/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-companies/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K17", "candidate": "questions to ask ai seo companies", "provenance": "generated_suggestion", "suggested_task": "Prepare provider-interview questions about scope, evidence, responsibilities, and measurement.", "reviewed_task": "Prepare provider-interview questions about scope, evidence, responsibilities, and measurement.", "existing_page": "/ai-seo-companies/", "decision": "existing_page_review", "rationale": "The existing provider sections ask for inspectable scope, deployment responsibility, raw observations and client evidence. Interview questions already have an owner.", "evidence_reference": "https://seoinformatica.com/ai-seo-companies/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Use those questions and the existing shortlist download; no new questions-only page is justified by this candidate.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-companies/`", "suggested_evidence_check": "Audit whether the evaluation guidance turns into questions that require inspectable evidence rather than assurances.", "group_target": "", "reviewed_page": "/ai-seo-companies/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-companies/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K18", "candidate": "ai seo company pricing", "provenance": "generated_suggestion", "suggested_task": "Understand likely engagement scope before comparing provider prices.", "reviewed_task": "Understand likely engagement scope before comparing provider prices.", "existing_page": "/ai-visibility-cost/", "decision": "investigate", "rationale": "The cost page compares software, advice and implementation for AI visibility. The broader phrase could also mean AI-assisted conventional SEO.", "evidence_reference": "https://seoinformatica.com/ai-visibility-cost/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Resolve the intended service and exact-query results before assigning this phrase to the cost guide.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "investigate", "suggested_existing_page": "`/ai-visibility-cost/` — fits only the AI-visibility meaning", "suggested_evidence_check": "Check whether US-English results concern AI visibility services or broader AI-assisted SEO engagements.", "group_target": "", "reviewed_page": "/ai-visibility-cost/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-visibility-cost/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K19", "candidate": "ai seo agency deliverables", "provenance": "generated_suggestion", "suggested_task": "Determine what tangible work and reporting a proposed engagement should include.", "reviewed_task": "Determine what tangible work and reporting a proposed engagement should include.", "existing_page": "/ai-seo-companies/", "decision": "existing_page_review", "rationale": "The provider guide includes responsibility-to-output questions and asks what the agreed engagement actually implements. A provider description is not an agreed deliverable.", "evidence_reference": "https://seoinformatica.com/ai-seo-companies/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Retain the owner and obtain written scope for a real buying decision; do not infer quantities from a service list.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-companies/`", "suggested_evidence_check": "Compare the page’s scope guidance with publicly documented provider deliverables to identify missing evaluation criteria.", "group_target": "", "reviewed_page": "/ai-seo-companies/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-companies/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K20", "candidate": "how long does ai seo take", "provenance": "generated_suggestion", "suggested_task": "Understand how to interpret an expected timeline for the intended service.", "reviewed_task": "Understand how to interpret an expected timeline for the intended service.", "existing_page": "/ai-visibility-timeline/", "decision": "investigate", "rationale": "The timeline page separates work shipped from later visibility and enquiries. It cannot promise an outcome deadline for every meaning of AI SEO.", "evidence_reference": "https://seoinformatica.com/ai-visibility-timeline/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Resolve intended work and exact-query intent; preserve the existing no-guaranteed-response boundary.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "investigate", "suggested_existing_page": "`/ai-visibility-timeline/` — fits only the AI-visibility meaning", "suggested_evidence_check": "Check whether US-English results address AI-visibility timelines or conventional SEO work performed with AI assistance.", "group_target": "", "reviewed_page": "/ai-visibility-timeline/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-visibility-timeline/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K21", "candidate": "ai seo statistics", "provenance": "supplied_editorial_seed", "suggested_task": "Find attributable research findings and understand their limitations.", "reviewed_task": "Find attributable research findings and understand their limitations.", "existing_page": "/ai-seo-statistics/", "decision": "existing_page_review", "rationale": "The existing eight-finding reference retains original sources, observation periods, denominators and limits. It is deliberately a bounded AI-search research collection.", "evidence_reference": "https://seoinformatica.com/ai-seo-statistics/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Use its exact scope. Read original studies for any new assertion; this exercise did not re-audit every dataset.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-statistics/`", "suggested_evidence_check": "Trace each proposed statistic to its original study and methodology.", "group_target": "", "reviewed_page": "/ai-seo-statistics/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-statistics/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K22", "candidate": "ai seo adoption statistics", "provenance": "generated_suggestion", "suggested_task": "Understand who uses AI for SEO and what researchers count as adoption.", "reviewed_task": "Understand who uses AI for SEO and what researchers count as adoption.", "existing_page": "/ai-seo-statistics/", "decision": "defer", "rationale": "The model suggested reviewing the statistics owner, but the page explicitly excludes adoption estimates. Its eight findings do not measure practitioner adoption.", "evidence_reference": "https://seoinformatica.com/ai-seo-statistics/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Find an original adoption study with an appropriate population and definition before proposing a sourced addition.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-statistics/`", "suggested_evidence_check": "Inspect original surveys for the sampled population and operational definition of AI adoption.", "group_target": "", "reviewed_page": "", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-statistics/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K23", "candidate": "ai vs human content seo statistics", "provenance": "generated_suggestion", "suggested_task": "Evaluate comparative content-performance claims without assuming causation.", "reviewed_task": "Evaluate comparative content-performance claims without assuming causation.", "existing_page": "/ai-seo-statistics/", "decision": "defer", "rationale": "The current collection does not compare AI-written versus human-written content performance. News-sourcing tests and referral studies cannot answer that question.", "evidence_reference": "https://seoinformatica.com/ai-seo-statistics/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Find a relevant original comparison and inspect selection, topic, site and editing differences before reporting a result.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-statistics/`", "suggested_evidence_check": "Check whether original studies account for differences such as topic, website strength, and human editing.", "group_target": "", "reviewed_page": "", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-statistics/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K24", "candidate": "ai search citation rate benchmarks", "provenance": "generated_suggestion", "suggested_task": "Decide whether reported citation percentages are meaningfully comparable.", "reviewed_task": "Decide whether reported citation percentages are meaningfully comparable.", "existing_page": "/ai-seo-statistics/", "decision": "existing_page_review", "rationale": "The statistics owner already explains incompatible units and denominators. For recording a new site-specific citation sample, the monthly tracking method is the separate owner.", "evidence_reference": "https://seoinformatica.com/ai-seo-statistics/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Use the reference for interpretation and the tracking method for measurement; do not pool unlike rates.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-seo-statistics/`", "suggested_evidence_check": "Check whether compared studies use compatible citation denominators and answer-sampling rules.", "group_target": "", "reviewed_page": "/ai-seo-statistics/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-statistics/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K25", "candidate": "ai seo statistics for service businesses", "provenance": "generated_suggestion", "suggested_task": "Find findings applicable to US service businesses rather than unrelated populations.", "reviewed_task": "Find findings applicable to US service businesses rather than unrelated populations.", "existing_page": "/ai-seo-statistics/", "decision": "defer", "rationale": "The current studies include retail, news and broader search observations. No US service-business subgroup estimate was established in this package.", "evidence_reference": "https://seoinformatica.com/ai-seo-statistics/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Seek an appropriate original dataset or retain the unanswered question; do not relabel retail conversion as service enquiry performance.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "investigate", "suggested_existing_page": "`/ai-seo-statistics/`", "suggested_evidence_check": "Look for an identifiable US service-business subgroup in the original research.", "group_target": "", "reviewed_page": "", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-seo-statistics/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K26", "candidate": "ai citation tracking", "provenance": "supplied_editorial_seed", "suggested_task": "Monitor whether AI answers cite a website, subject to clarifying the phrase’s meaning.", "reviewed_task": "Monitor whether AI answers cite a website, subject to clarifying the phrase’s meaning.", "existing_page": "/ai-visibility-benchmark/monthly-ai-citation-tracking/", "decision": "investigate", "rationale": "The model correctly left the phrase ambiguous. The existing page owns AI-answer monitoring, while the wording could also mean scholarly citation tracking.", "evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Check this exact query and audience before making an intent claim; retain the AI-answer owner only for that task.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "investigate", "suggested_existing_page": "`/ai-visibility-benchmark/monthly-ai-citation-tracking/` — fits AI-answer monitoring", "suggested_evidence_check": "Check US-English results to distinguish AI-answer citation monitoring from scholarly citation tracking.", "group_target": "", "reviewed_page": "/ai-visibility-benchmark/monthly-ai-citation-tracking/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K27", "candidate": "how to track website citations in chatgpt", "provenance": "generated_suggestion", "suggested_task": "Repeat answer samples and record citations to a website consistently.", "reviewed_task": "Repeat answer samples and record citations to a website consistently.", "existing_page": "/ai-visibility-benchmark/monthly-ai-citation-tracking/", "decision": "existing_page_review", "rationale": "The existing method records platform, question, context, run status, cited URL and retained answer evidence. No second tracking workflow is needed for the same task.", "evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Use the existing method; confirm the actual prompt/context when a reader runs their own sample.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-visibility-benchmark/monthly-ai-citation-tracking/`", "suggested_evidence_check": "Audit whether the protocol records enough context to repeat ChatGPT samples and identify exact cited URLs.", "group_target": "", "reviewed_page": "/ai-visibility-benchmark/monthly-ai-citation-tracking/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K28", "candidate": "ai mentions vs citations", "provenance": "generated_suggestion", "suggested_task": "Distinguish a brand mention from a source citation when recording visibility.", "reviewed_task": "Understand the difference between a brand mention and a linked source citation.", "existing_page": "/ai-visibility-benchmark/monthly-ai-citation-tracking/", "decision": "existing_page_review", "rationale": "The model routed this to the tracker. For the distinction itself, the definition article already separates citation, mention and recommendation. The tracker is the application after that distinction.", "evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/ | https://seoinformatica.com/what-is-ai-seo/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Link first to the definition for terminology, then to the tracker for recording. This is an editorial routing refinement, not a measured SERP finding.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-visibility-benchmark/monthly-ai-citation-tracking/`", "suggested_evidence_check": "Test the page’s counting rules against an answer that mentions a brand without linking to its website.", "group_target": "", "reviewed_page": "/what-is-ai-seo/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/ | https://seoinformatica.com/what-is-ai-seo/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K29", "candidate": "ai citation tracking spreadsheet", "provenance": "generated_suggestion", "suggested_task": "Set up a reusable log for answer samples and observed citations.", "reviewed_task": "Set up a reusable log for answer samples and observed citations.", "existing_page": "/ai-visibility-benchmark/monthly-ai-citation-tracking/", "decision": "existing_page_review", "rationale": "The current owner already links a CSV with 18 columns including run status, representation, cited URL, evidence and next action. Its sample row is explicitly illustrative.", "evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/ | https://seoinformatica.com/downloads/monthly-ai-citation-log-template-2026-06.csv", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Reuse that download; do not create a duplicate spreadsheet page. The header was read from the current repository file.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "existing-page review", "suggested_existing_page": "`/ai-visibility-benchmark/monthly-ai-citation-tracking/`", "suggested_evidence_check": "Check whether a spreadsheet template can capture the page’s complete sampling and citation-recording protocol.", "group_target": "", "reviewed_page": "/ai-visibility-benchmark/monthly-ai-citation-tracking/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/ai-visibility-benchmark/monthly-ai-citation-tracking/ | evidence/page-inventory.json" }, { "record_type": "RETAINED_TEACHING_EXERCISE", "row_id": "K30", "candidate": "why is my website not cited in chatgpt search", "provenance": "generated_suggestion", "suggested_task": "Diagnose absent website citations without assuming the cause.", "reviewed_task": "Diagnose absent website citations without assuming the cause.", "existing_page": "/chatgpt-search-readiness/", "decision": "investigate", "rationale": "The readiness page expressly separates crawler access from source selection. An absent citation alone does not diagnose an access problem.", "evidence_reference": "https://seoinformatica.com/chatgpt-search-readiness/", "evidence_date": "2026-10-06", "market": "US English intended; exact-query market not independently checked", "evidence_status": "not_checked", "exact_query_check_status": "not_checked", "review_status": "in_review", "next_action": "Collect the actual question, answer and access evidence. Investigate the cause before prescribing an access fix or assigning complete ownership.", "reviewer": "Codex-assisted review; owner review pending", "evidence_confirmation": "unconfirmed", "metric_status": "not_collected", "metric_context": "", "suggested_action": "investigate", "suggested_existing_page": "`/chatgpt-search-readiness/` — readiness component only", "suggested_evidence_check": "Check whether US-English results seek readiness troubleshooting or broader explanations of source selection before assigning this task to the readiness page.", "group_target": "", "reviewed_page": "/chatgpt-search-readiness/", "observed_query": "", "ownership_review_status": "bounded_inventory_reviewed", "search_evidence_reference": "", "ownership_evidence_reference": "https://seoinformatica.com/chatgpt-search-readiness/ | evidence/page-inventory.json" } ] }