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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

  1. Connect the openrouter MCP 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.
  2. 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.
  3. 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):

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

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

Proposed changes (need approval)

None. This run made no changes and proposes no changes to live systems.

Data sources

Findings

IDItemStatusSeverityEffortRecommendationChecklist
P5-chatgptP5 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-checkedhighSRerun 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-geminiP5 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-checkedhighSRerun this week; compare any licensing statement with https://www.boldbi.com/pricing/.demand-gen/search/ai-answer-monitoring.md#checklist
P5-ai-overviewsP5 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-checkedhighSCheck by hand with a normal Google search; compare licensing with https://www.boldbi.com/pricing/.demand-gen/search/ai-answer-monitoring.md#checklist
P5-copilotP5 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-checkedhighSCheck by hand in a clean Copilot session; compare licensing with https://www.boldbi.com/pricing/.demand-gen/search/ai-answer-monitoring.md#checklist
P5-perplexityP5 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-checkedhighSRerun this week; compare any licensing statement with https://www.boldbi.com/pricing/.demand-gen/search/ai-answer-monitoring.md#checklist
P5-claudeP5 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-checkedhighSRerun 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-chatgptP7 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-checkedhighSRerun 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-geminiP7 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-checkedhighSRerun this week; escalate any wrong security or compliance claim the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P7-ai-overviewsP7 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-checkedhighSCheck 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-copilotP7 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-checkedhighSCheck 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-perplexityP7 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-checkedhighSRerun this week; escalate any wrong security or compliance claim the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P7-claudeP7 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-checkedhighSRerun 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-chatgptP1 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-checkedmediumSRerun 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-geminiP1 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Gemini session.demand-gen/search/ai-answer-monitoring.md#checklist
P1-ai-overviewsP1 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-checkedmediumSCheck by hand with a normal Google search (signed out, record the country).demand-gen/search/ai-answer-monitoring.md#checklist
P1-copilotP1 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-checkedmediumSCheck by hand in a clean Copilot session.demand-gen/search/ai-answer-monitoring.md#checklist
P1-perplexityP1 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Perplexity session.demand-gen/search/ai-answer-monitoring.md#checklist
P1-claudeP1 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-checkedmediumSRerun this week via openrouter ask_engine or a clean claude.ai session.demand-gen/search/ai-answer-monitoring.md#checklist
P2-chatgptP2 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean ChatGPT session with search.demand-gen/search/ai-answer-monitoring.md#checklist
P2-geminiP2 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Gemini session.demand-gen/search/ai-answer-monitoring.md#checklist
P2-ai-overviewsP2 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-checkedmediumSCheck by hand with a normal Google search (signed out, record the country).demand-gen/search/ai-answer-monitoring.md#checklist
P2-copilotP2 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-checkedmediumSCheck by hand in a clean Copilot session.demand-gen/search/ai-answer-monitoring.md#checklist
P2-perplexityP2 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Perplexity session.demand-gen/search/ai-answer-monitoring.md#checklist
P2-claudeP2 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-checkedmediumSRerun this week via openrouter ask_engine or a clean claude.ai session.demand-gen/search/ai-answer-monitoring.md#checklist
P3-chatgptP3 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean ChatGPT session with search.demand-gen/search/ai-answer-monitoring.md#checklist
P3-geminiP3 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Gemini session.demand-gen/search/ai-answer-monitoring.md#checklist
P3-ai-overviewsP3 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-checkedmediumSCheck by hand with a normal Google search (signed out, record the country).demand-gen/search/ai-answer-monitoring.md#checklist
P3-copilotP3 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-checkedmediumSCheck 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-perplexityP3 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Perplexity session.demand-gen/search/ai-answer-monitoring.md#checklist
P3-claudeP3 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-checkedmediumSRerun this week via openrouter ask_engine or a clean claude.ai session.demand-gen/search/ai-answer-monitoring.md#checklist
P4-chatgptP4 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean ChatGPT session with search.demand-gen/search/ai-answer-monitoring.md#checklist
P4-geminiP4 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Gemini session.demand-gen/search/ai-answer-monitoring.md#checklist
P4-ai-overviewsP4 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-checkedmediumSCheck by hand with a normal Google search (signed out, record the country).demand-gen/search/ai-answer-monitoring.md#checklist
P4-copilotP4 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-checkedmediumSCheck by hand in a clean Copilot session.demand-gen/search/ai-answer-monitoring.md#checklist
P4-perplexityP4 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Perplexity session.demand-gen/search/ai-answer-monitoring.md#checklist
P4-claudeP4 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-checkedmediumSRerun this week via openrouter ask_engine or a clean claude.ai session.demand-gen/search/ai-answer-monitoring.md#checklist
P6-chatgptP6 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean ChatGPT session with search.demand-gen/search/ai-answer-monitoring.md#checklist
P6-geminiP6 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Gemini session.demand-gen/search/ai-answer-monitoring.md#checklist
P6-ai-overviewsP6 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-checkedmediumSCheck by hand with a normal Google search (signed out, record the country).demand-gen/search/ai-answer-monitoring.md#checklist
P6-copilotP6 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-checkedmediumSCheck by hand in a clean Copilot session.demand-gen/search/ai-answer-monitoring.md#checklist
P6-perplexityP6 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-checkedmediumSRerun this week with openrouter connected, or by hand in a clean Perplexity session.demand-gen/search/ai-answer-monitoring.md#checklist
P6-claudeP6 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-checkedmediumSRerun this week via openrouter ask_engine or a clean claude.ai session.demand-gen/search/ai-answer-monitoring.md#checklist

Metrics

MetricValuePreviousChangePeriodDimensions
AI mention rate ai.mention_rate–––2026-10-15 – 2026-11-11
AI mention rate (ChatGPT) ai.mention_rate–––2026-10-15 – 2026-11-11engine: chatgpt
AI mention rate (Gemini) ai.mention_rate–––2026-10-15 – 2026-11-11engine: gemini
AI mention rate (Google AI Overviews) ai.mention_rate–––2026-10-15 – 2026-11-11engine: ai-overviews
AI mention rate (Microsoft Copilot) ai.mention_rate–––2026-10-15 – 2026-11-11engine: copilot
AI mention rate (Perplexity) ai.mention_rate–––2026-10-15 – 2026-11-11engine: perplexity
AI mention rate (Claude) ai.mention_rate–––2026-10-15 – 2026-11-11engine: claude
AI citation rate ai.citation_rate–––2026-10-15 – 2026-11-11
AI citation rate (ChatGPT) ai.citation_rate–––2026-10-15 – 2026-11-11engine: chatgpt
AI citation rate (Gemini) ai.citation_rate–––2026-10-15 – 2026-11-11engine: gemini
AI citation rate (Google AI Overviews) ai.citation_rate–––2026-10-15 – 2026-11-11engine: ai-overviews
AI citation rate (Microsoft Copilot) ai.citation_rate–––2026-10-15 – 2026-11-11engine: copilot
AI citation rate (Perplexity) ai.citation_rate–––2026-10-15 – 2026-11-11engine: perplexity
AI citation rate (Claude) ai.citation_rate–––2026-10-15 – 2026-11-11engine: 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