AI answer monitoring · bold-bi
2026-11-12 16:47 · success · score –· by sarathkumarvenkatesan · reviewed by sarathkumarvenkatesan on 2026-11-12· backend claude-code 2.1.322 (claude-opus-5-5)
Checklist: demand-gen/search/ai-answer-monitoring.md
Summary
Headline
This run queried no engines, so there is still no Bold BI AI-visibility data for 2026-10. No MCP servers were connected, which means the openrouter ask_engine tool was unavailable, and Google AI Overviews and Microsoft Copilot need a manual check that an unattended run can't do. All 42 prompt × engine rows are not checked. This is the second unattended run today with the same result: published run 20261112-1519_ai-answer-monitoring_bold-bi_ffd6 also collected no answers. Rerunning without connecting openrouter first will keep producing empty reports.
Score
None. This checklist has no score, so overall_score is null.
Top 3 actions
- Connect the
openrouterMCP server before the next run (see_reference/mcp-and-tools.md), then rerun this skill this week for ChatGPT, Gemini, Perplexity and Claude. The checklist says to rerun within the week when an engine is unavailable. - Check Google AI Overviews and Microsoft Copilot by hand with the seven prompts in
raw/prompt-set.json. Use a clean, signed-out session and record the country. On Copilot, note any lean toward Power BI in P3 and P4, since both are Microsoft products. - Log the rerun as the Bold BI baseline (GTM plan, "First 30 days", step 3). Look closely at P5 (licensing; compare with https://www.boldbi.com/pricing/) and P7 (security and compliance). Report any wrong claim to the product marketing lead and the COE Team the same day.
Findings
AI answer monitoring: bold-bi, 2026-10
Run by: Claude | Location: n/a (no engine queried) | Date: 2026-11-12
Prompts used (fixed set, category "embedded analytics / embedded BI platform", top competitor Power BI; wording identical to the earlier published run):
- P1: "What are the best embedded analytics / embedded BI platform?"
- P2: "What is the best embedded analytics / embedded BI platform for an enterprise / midsize company?"
- P3: "Bold BI vs Power BI: which should I choose?"
- P4: "What are the best alternatives to Power BI?"
- P5: "What is Bold BI, how is it licensed and who uses it?"
- P6: "How do I embed dashboards in a React app?" (GTM plan, AI-monitoring prompt 6)
- P7: "Is Bold BI secure and compliant for enterprise use?"
| ID | Engine | Mentioned | Position | Cited | Cited URL | Competitors mentioned | Accuracy | Note |
|---|---|---|---|---|---|---|---|---|
| P1 | ChatGPT | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P1 | Gemini | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P1 | AI Overviews | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P1 | Copilot | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P1 | Perplexity | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P1 | Claude | n/a | - | n/a | - | - | n/a | openrouter not connected; agent session not clean |
| P2 | ChatGPT | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P2 | Gemini | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P2 | AI Overviews | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P2 | Copilot | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P2 | Perplexity | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P2 | Claude | n/a | - | n/a | - | - | n/a | openrouter not connected; agent session not clean |
| P3 | ChatGPT | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P3 | Gemini | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P3 | AI Overviews | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P3 | Copilot | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P3 | Perplexity | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P3 | Claude | n/a | - | n/a | - | - | n/a | openrouter not connected; agent session not clean |
| P4 | ChatGPT | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P4 | Gemini | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P4 | AI Overviews | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P4 | Copilot | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P4 | Perplexity | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P4 | Claude | n/a | - | n/a | - | - | n/a | openrouter not connected; agent session not clean |
| P5 | ChatGPT | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P5 | Gemini | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P5 | AI Overviews | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P5 | Copilot | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P5 | Perplexity | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P5 | Claude | n/a | - | n/a | - | - | n/a | openrouter not connected; agent session not clean |
| P6 | ChatGPT | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P6 | Gemini | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P6 | AI Overviews | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P6 | Copilot | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P6 | Perplexity | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P6 | Claude | n/a | - | n/a | - | - | n/a | openrouter not connected; agent session not clean |
| P7 | ChatGPT | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P7 | Gemini | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P7 | AI Overviews | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P7 | Copilot | n/a | - | n/a | - | - | n/a | no API; manual check needed |
| P7 | Perplexity | n/a | - | n/a | - | - | n/a | openrouter not connected |
| P7 | Claude | n/a | - | n/a | - | - | n/a | openrouter not connected; agent session not clean |
Summary
- Mention rate: 0 of 0 answers collected (no comparison: the earlier published run
20261112-1519_..._ffd6also collected no answers) - Citation rate: 0 of 0 answers collected (no comparison, same reason)
- Wrong or outdated facts: none recorded because no answers were collected (unknown, not zero)
Gaps and fixes
No gaps could be identified because no answers were collected.
| Prompt ID | Engine | Gap | Page to fix | Fix |
|---|---|---|---|---|
| P1–P7 | All | Not measured | - | Connect openrouter and rerun this week; check AI Overviews and Copilot by hand |
Not checked
- P1–P7 on ChatGPT, Gemini and Perplexity (21 rows): no MCP servers were connected for this run, so the
openrouterask_enginetool was unavailable and there was no other way to reach these engines. - P1–P7 on Claude (7 rows):
openrouterwas not connected. I didn't answer the prompts from this agent session because it isn't a clean session: it has the repo's Bold BI positioning in context, so its answers wouldn't be comparable month to month. - P1–P7 on Google AI Overviews and Microsoft Copilot (14 rows): these have no API, and an unattended run can't check them by hand.
- Phase 2 (month-over-month comparison, gap list, hand-off to the SEO/GEO and blog programs, weekly GTM review deltas): skipped because there is no data. The only earlier published run (
20261112-1519_ai-answer-monitoring_bold-bi_ffd6) also has no answers, so there is nothing to compare against.
Proposed changes (need approval)
None. This run made no changes and proposes no changes to live systems.
Data sources
- Fixed prompt set and category:
demand-gen/search/ai-answer-monitoring.md. - Top competitor and P6 use-case prompt:
products/bold-bi/gtm-plan.md(Competitors; AI-monitoring prompts, prompt 6). - Earlier runs:
reports/publish/bold-bi/ai-answer-monitoring/20261112-1519_ai-answer-monitoring_bold-bi_ffd6/(no answers; all metrics null). - Engines: none queried (no MCP servers connected).
- Exports:
raw/prompt-set.jsonholds the resolved prompts. It contains no answers. - Choices made without an operator:
- Top competitor for P3/P4 is Power BI, because it is the first competitor listed in the Bold BI GTM plan. This matches the earlier run.
- P6 uses GTM-plan prompt 6 ("How do I embed dashboards in a React app?"), because it is the integration question the checklist asks for, and it matches the earlier run.
- The metrics period uses the run's
date_range(2026-10-15 to 2026-11-11), and the logged month is 2026-10. - Metric values and
previousarenull(not measured), not zero.
- Reminder: add the rerun's results to the team's shared results log (location TBD).
Findings
| ID | Item | Status | Severity | Effort | Recommendation | Checklist |
|---|---|---|---|---|---|---|
| P5-chatgpt | P5 Brand facts on ChatGPT: "What is Bold BI, how is it licensed and who uses it?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to ChatGPT. Licensing accuracy is unverified. | not-checked | high | S | Rerun this week; compare any licensing statement with https://www.boldbi.com/pricing/ and log a wrong one as Wrong. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-gemini | P5 Brand facts on Gemini: "What is Bold BI, how is it licensed and who uses it?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Gemini. Licensing accuracy is unverified. | not-checked | high | S | Rerun this week; compare any licensing statement with https://www.boldbi.com/pricing/. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-ai-overviews | P5 Brand facts on Google AI Overviews: "What is Bold BI, how is it licensed and who uses it?" Not run: Google AI Overviews has no API, and this unattended run can't do a manual Google search. Licensing accuracy is unverified. | not-checked | high | S | Check by hand with a normal Google search; compare licensing with https://www.boldbi.com/pricing/. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-copilot | P5 Brand facts on Microsoft Copilot: "What is Bold BI, how is it licensed and who uses it?" Not run: Microsoft Copilot has no API, and this unattended run can't use the consumer app. Licensing accuracy is unverified. | not-checked | high | S | Check by hand in a clean Copilot session; compare licensing with https://www.boldbi.com/pricing/. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-perplexity | P5 Brand facts on Perplexity: "What is Bold BI, how is it licensed and who uses it?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Perplexity. Licensing accuracy is unverified. | not-checked | high | S | Rerun this week; compare any licensing statement with https://www.boldbi.com/pricing/. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-claude | P5 Brand facts on Claude: "What is Bold BI, how is it licensed and who uses it?" Not run: openrouter was not connected. Answering from this agent session would not be a clean session (it has the repo's Bold BI positioning in context), so the result would not reflect what a buyer sees. | not-checked | high | S | Rerun this week via openrouter ask_engine or a clean claude.ai session; compare licensing with https://www.boldbi.com/pricing/. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-chatgpt | P7 Trust on ChatGPT: "Is Bold BI secure and compliant for enterprise use?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to ChatGPT. Security and compliance accuracy is unverified. | not-checked | high | S | Rerun this week; compare security and compliance claims with the Bold BI site, and escalate any wrong claim the same day. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-gemini | P7 Trust on Gemini: "Is Bold BI secure and compliant for enterprise use?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Gemini. Security and compliance accuracy is unverified. | not-checked | high | S | Rerun this week; escalate any wrong security or compliance claim the same day. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-ai-overviews | P7 Trust on Google AI Overviews: "Is Bold BI secure and compliant for enterprise use?" Not run: Google AI Overviews has no API, and this unattended run can't do a manual Google search. Security and compliance accuracy is unverified. | not-checked | high | S | Check by hand with a normal Google search; escalate any wrong security or compliance claim the same day. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-copilot | P7 Trust on Microsoft Copilot: "Is Bold BI secure and compliant for enterprise use?" Not run: Microsoft Copilot has no API, and this unattended run can't use the consumer app. Security and compliance accuracy is unverified. | not-checked | high | S | Check by hand in a clean Copilot session; escalate any wrong security or compliance claim the same day. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-perplexity | P7 Trust on Perplexity: "Is Bold BI secure and compliant for enterprise use?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Perplexity. Security and compliance accuracy is unverified. | not-checked | high | S | Rerun this week; escalate any wrong security or compliance claim the same day. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-claude | P7 Trust on Claude: "Is Bold BI secure and compliant for enterprise use?" Not run: openrouter was not connected. Answering from this agent session would not be a clean session (it has the repo's Bold BI positioning in context), so the result would not reflect what a buyer sees. | not-checked | high | S | Rerun this week via openrouter ask_engine or a clean claude.ai session; escalate any wrong security or compliance claim the same day. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-chatgpt | P1 Category on ChatGPT: "What are the best embedded analytics / embedded BI platform?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to ChatGPT. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean ChatGPT session with search; record Mentioned, Position, Cited, Competitors and Accuracy. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-gemini | P1 Category on Gemini: "What are the best embedded analytics / embedded BI platform?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Gemini. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Gemini session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-ai-overviews | P1 Category on Google AI Overviews: "What are the best embedded analytics / embedded BI platform?" Not run: Google AI Overviews has no API, and this unattended run can't do a manual Google search. | not-checked | medium | S | Check by hand with a normal Google search (signed out, record the country). | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-copilot | P1 Category on Microsoft Copilot: "What are the best embedded analytics / embedded BI platform?" Not run: Microsoft Copilot has no API, and this unattended run can't use the consumer app. | not-checked | medium | S | Check by hand in a clean Copilot session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-perplexity | P1 Category on Perplexity: "What are the best embedded analytics / embedded BI platform?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Perplexity. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Perplexity session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-claude | P1 Category on Claude: "What are the best embedded analytics / embedded BI platform?" Not run: openrouter was not connected. Answering from this agent session would not be a clean session (it has the repo's Bold BI positioning in context), so the result would not be comparable month to month. | not-checked | medium | S | Rerun this week via openrouter ask_engine or a clean claude.ai session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-chatgpt | P2 Enterprise on ChatGPT: "What is the best embedded analytics / embedded BI platform for an enterprise / midsize company?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to ChatGPT. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean ChatGPT session with search. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-gemini | P2 Enterprise on Gemini: "What is the best embedded analytics / embedded BI platform for an enterprise / midsize company?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Gemini. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Gemini session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-ai-overviews | P2 Enterprise on Google AI Overviews: "What is the best embedded analytics / embedded BI platform for an enterprise / midsize company?" Not run: Google AI Overviews has no API, and this unattended run can't do a manual Google search. | not-checked | medium | S | Check by hand with a normal Google search (signed out, record the country). | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-copilot | P2 Enterprise on Microsoft Copilot: "What is the best embedded analytics / embedded BI platform for an enterprise / midsize company?" Not run: Microsoft Copilot has no API, and this unattended run can't use the consumer app. | not-checked | medium | S | Check by hand in a clean Copilot session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-perplexity | P2 Enterprise on Perplexity: "What is the best embedded analytics / embedded BI platform for an enterprise / midsize company?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Perplexity. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Perplexity session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-claude | P2 Enterprise on Claude: "What is the best embedded analytics / embedded BI platform for an enterprise / midsize company?" Not run: openrouter was not connected. Answering from this agent session would not be a clean session (it has the repo's Bold BI positioning in context), so the result would not be comparable month to month. | not-checked | medium | S | Rerun this week via openrouter ask_engine or a clean claude.ai session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-chatgpt | P3 Comparison on ChatGPT: "Bold BI vs Power BI: which should I choose?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to ChatGPT. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean ChatGPT session with search. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-gemini | P3 Comparison on Gemini: "Bold BI vs Power BI: which should I choose?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Gemini. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Gemini session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-ai-overviews | P3 Comparison on Google AI Overviews: "Bold BI vs Power BI: which should I choose?" Not run: Google AI Overviews has no API, and this unattended run can't do a manual Google search. | not-checked | medium | S | Check by hand with a normal Google search (signed out, record the country). | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-copilot | P3 Comparison on Microsoft Copilot: "Bold BI vs Power BI: which should I choose?" Not run: Microsoft Copilot has no API, and this unattended run can't use the consumer app. | not-checked | medium | S | Check by hand in a clean Copilot session; note any lean toward Power BI, since both are Microsoft products. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-perplexity | P3 Comparison on Perplexity: "Bold BI vs Power BI: which should I choose?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Perplexity. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Perplexity session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-claude | P3 Comparison on Claude: "Bold BI vs Power BI: which should I choose?" Not run: openrouter was not connected. Answering from this agent session would not be a clean session (it has the repo's Bold BI positioning in context), so the result would not be comparable month to month. | not-checked | medium | S | Rerun this week via openrouter ask_engine or a clean claude.ai session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-chatgpt | P4 Alternatives on ChatGPT: "What are the best alternatives to Power BI?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to ChatGPT. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean ChatGPT session with search. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-gemini | P4 Alternatives on Gemini: "What are the best alternatives to Power BI?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Gemini. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Gemini session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-ai-overviews | P4 Alternatives on Google AI Overviews: "What are the best alternatives to Power BI?" Not run: Google AI Overviews has no API, and this unattended run can't do a manual Google search. | not-checked | medium | S | Check by hand with a normal Google search (signed out, record the country). | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-copilot | P4 Alternatives on Microsoft Copilot: "What are the best alternatives to Power BI?" Not run: Microsoft Copilot has no API, and this unattended run can't use the consumer app. | not-checked | medium | S | Check by hand in a clean Copilot session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-perplexity | P4 Alternatives on Perplexity: "What are the best alternatives to Power BI?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Perplexity. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Perplexity session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-claude | P4 Alternatives on Claude: "What are the best alternatives to Power BI?" Not run: openrouter was not connected. Answering from this agent session would not be a clean session (it has the repo's Bold BI positioning in context), so the result would not be comparable month to month. | not-checked | medium | S | Rerun this week via openrouter ask_engine or a clean claude.ai session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-chatgpt | P6 Use case on ChatGPT: "How do I embed dashboards in a React app?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to ChatGPT. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean ChatGPT session with search. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-gemini | P6 Use case on Gemini: "How do I embed dashboards in a React app?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Gemini. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Gemini session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-ai-overviews | P6 Use case on Google AI Overviews: "How do I embed dashboards in a React app?" Not run: Google AI Overviews has no API, and this unattended run can't do a manual Google search. | not-checked | medium | S | Check by hand with a normal Google search (signed out, record the country). | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-copilot | P6 Use case on Microsoft Copilot: "How do I embed dashboards in a React app?" Not run: Microsoft Copilot has no API, and this unattended run can't use the consumer app. | not-checked | medium | S | Check by hand in a clean Copilot session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-perplexity | P6 Use case on Perplexity: "How do I embed dashboards in a React app?" Not run: no MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable and there was no other access to Perplexity. | not-checked | medium | S | Rerun this week with openrouter connected, or by hand in a clean Perplexity session. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-claude | P6 Use case on Claude: "How do I embed dashboards in a React app?" Not run: openrouter was not connected. Answering from this agent session would not be a clean session (it has the repo's Bold BI positioning in context), so the result would not be comparable month to month. | not-checked | medium | S | Rerun this week via openrouter ask_engine or a clean claude.ai session. | demand-gen/search/ai-answer-monitoring.md#checklist |
Metrics
| Metric | Value | Previous | Change | Period | Dimensions |
|---|---|---|---|---|---|
| AI mention rate ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | |
| AI mention rate (ChatGPT) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: chatgpt |
| AI mention rate (Gemini) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: gemini |
| AI mention rate (Google AI Overviews) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: ai-overviews |
| AI mention rate (Microsoft Copilot) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: copilot |
| AI mention rate (Perplexity) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: perplexity |
| AI mention rate (Claude) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: claude |
| AI citation rate ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | |
| AI citation rate (ChatGPT) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: chatgpt |
| AI citation rate (Gemini) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: gemini |
| AI citation rate (Google AI Overviews) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: ai-overviews |
| AI citation rate (Microsoft Copilot) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: copilot |
| AI citation rate (Perplexity) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: perplexity |
| AI citation rate (Claude) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: claude |
| Wrong or outdated facts ai.wrong_facts | – | – | – | 2026-10-15 – 2026-11-11 |
Folder: reports/publish/bold-bi/ai-answer-monitoring/20261112-1647_ai-answer-monitoring_bold-bi_c206