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AI answer monitoring · essential-studio

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

No engines were queried in this run, so there is still no Essential Studio AI-visibility data for 2026-10. This is the second run today with the same result. The earlier run, 20261112-1519_…_b6df, has been published, and it also had no data. Both times no MCP servers were connected, so the openrouter ask_engine tool wasn't available. The server is defined in pbmaintain (maintain/mcp-servers.json, id openrouter) but wasn't attached to this run. All 42 prompt × engine items are marked not checked. Google AI Overviews and Microsoft Copilot still need a manual check.

Score

None. This checklist has no score, so overall_score is null.

Top 3 actions

  1. Set up the openrouter server in pbmaintain and attach it to the run. Add the OpenRouter API key, set a monthly credit limit, and run the server's test prompt (list_engines + ask_engine "claude"). Then rerun this skill this week. A rerun without it will produce another empty report.
  2. Check Google AI Overviews and Microsoft Copilot by hand with the nine prompts in raw/prompt-set.json. Use a clean, signed-out session and record the country.
  3. Log the first successful run as the Essential Studio baseline and look closely at P5 (licensing) and P7 (security and compliance). Any wrong claim there goes to the product marketing lead and the COE Team the same day.

Findings

AI answer monitoring: essential-studio, 2026-10

Run by: Claude | Location: n/a (no engine queried) | Date: 2026-11-12

These are the fixed prompts, with the same wording as the earlier run. The top competitor is Telerik, the first UI competitor in the GTM plan. P1–P2 run for both categories.

ID Engine Mentioned Position Cited Cited URL Competitors mentioned Accuracy Note
P1 (UI) ChatGPT n/a - n/a - - n/a openrouter not connected
P1 (UI) Gemini n/a - n/a - - n/a openrouter not connected
P1 (UI) AI Overviews n/a - n/a - - n/a no API; manual check needed
P1 (UI) Copilot n/a - n/a - - n/a no API; manual check needed
P1 (UI) Perplexity n/a - n/a - - n/a openrouter not connected
P1 (UI) Claude n/a - n/a - - n/a openrouter not connected; agent session not clean
P1 (Docs) ChatGPT n/a - n/a - - n/a openrouter not connected
P1 (Docs) Gemini n/a - n/a - - n/a openrouter not connected
P1 (Docs) AI Overviews n/a - n/a - - n/a no API; manual check needed
P1 (Docs) Copilot n/a - n/a - - n/a no API; manual check needed
P1 (Docs) Perplexity n/a - n/a - - n/a openrouter not connected
P1 (Docs) Claude n/a - n/a - - n/a openrouter not connected; agent session not clean
P2 (UI) ChatGPT n/a - n/a - - n/a openrouter not connected
P2 (UI) Gemini n/a - n/a - - n/a openrouter not connected
P2 (UI) AI Overviews n/a - n/a - - n/a no API; manual check needed
P2 (UI) Copilot n/a - n/a - - n/a no API; manual check needed
P2 (UI) Perplexity n/a - n/a - - n/a openrouter not connected
P2 (UI) Claude n/a - n/a - - n/a openrouter not connected; agent session not clean
P2 (Docs) ChatGPT n/a - n/a - - n/a openrouter not connected
P2 (Docs) Gemini n/a - n/a - - n/a openrouter not connected
P2 (Docs) AI Overviews n/a - n/a - - n/a no API; manual check needed
P2 (Docs) Copilot n/a - n/a - - n/a no API; manual check needed
P2 (Docs) Perplexity n/a - n/a - - n/a openrouter not connected
P2 (Docs) 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 - Attach openrouter and rerun this week; check AI Overviews and Copilot by hand

Not checked

Proposed changes (need approval)

None to live systems. The only change needed is to the run setup: configure and attach the openrouter MCP server in pbmaintain. That uses a paid OpenRouter API key, about $1 per product run according to maintain/mcp-servers.json, so it needs approval from whoever owns the key.

Data sources

Findings

IDItemStatusSeverityEffortRecommendationChecklist
P5-chatgptP5 Brand facts and licensing on ChatGPT
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedhighSRerun this week; any wrong licensing statement counts as Wrong and goes to product marketing and the COE Team the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P5-geminiP5 Brand facts and licensing on Gemini
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedhighSRerun this week; any wrong licensing statement counts as Wrong and goes to product marketing and the COE Team the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P5-ai-overviewsP5 Brand facts and licensing on Google AI Overviews
Not checked: AI Overviews has no API and an unattended run cannot check it by hand.
not-checkedhighSCheck by hand in a clean, signed-out Google search and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P5-copilotP5 Brand facts and licensing on Microsoft Copilot
Not checked: Copilot has no API and an unattended run cannot check it by hand.
not-checkedhighSCheck by hand in a clean, signed-out Copilot session and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P5-perplexityP5 Brand facts and licensing on Perplexity
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedhighSRerun this week; any wrong licensing statement counts as Wrong and goes to product marketing and the COE Team the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P5-claudeP5 Brand facts and licensing on Claude
Not checked: openrouter not connected; this agent session is not a clean session, so answering from it would not be comparable.
not-checkedhighSConnect the openrouter MCP server and rerun this week.demand-gen/search/ai-answer-monitoring.md#checklist
P7-chatgptP7 Trust (security and compliance) on ChatGPT
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedhighSRerun this week; any wrong security or compliance claim goes to product marketing and the COE Team the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P7-geminiP7 Trust (security and compliance) on Gemini
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedhighSRerun this week; any wrong security or compliance claim goes to product marketing and the COE Team the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P7-ai-overviewsP7 Trust (security and compliance) on Google AI Overviews
Not checked: AI Overviews has no API and an unattended run cannot check it by hand.
not-checkedhighSCheck by hand in a clean, signed-out Google search and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P7-copilotP7 Trust (security and compliance) on Microsoft Copilot
Not checked: Copilot has no API and an unattended run cannot check it by hand.
not-checkedhighSCheck by hand in a clean, signed-out Copilot session and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P7-perplexityP7 Trust (security and compliance) on Perplexity
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedhighSRerun this week; any wrong security or compliance claim goes to product marketing and the COE Team the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P7-claudeP7 Trust (security and compliance) on Claude
Not checked: openrouter not connected; this agent session is not a clean session, so answering from it would not be comparable.
not-checkedhighSConnect the openrouter MCP server and rerun this week.demand-gen/search/ai-answer-monitoring.md#checklist
P1-chatgptP1 Category (UI and documents variants) on ChatGPT
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P1-geminiP1 Category (UI and documents variants) on Gemini
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P1-ai-overviewsP1 Category (UI and documents variants) on Google AI Overviews
Not checked: AI Overviews has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Google search and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P1-copilotP1 Category (UI and documents variants) on Microsoft Copilot
Not checked: Copilot has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Copilot session and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P1-perplexityP1 Category (UI and documents variants) on Perplexity
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P1-claudeP1 Category (UI and documents variants) on Claude
Not checked: openrouter not connected; this agent session is not a clean session (repo positioning and competitor files in context), so answering from it would not be comparable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week.demand-gen/search/ai-answer-monitoring.md#checklist
P2-chatgptP2 Enterprise (UI and documents variants) on ChatGPT
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P2-geminiP2 Enterprise (UI and documents variants) on Gemini
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P2-ai-overviewsP2 Enterprise (UI and documents variants) on Google AI Overviews
Not checked: AI Overviews has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Google search and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P2-copilotP2 Enterprise (UI and documents variants) on Microsoft Copilot
Not checked: Copilot has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Copilot session and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P2-perplexityP2 Enterprise (UI and documents variants) on Perplexity
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P2-claudeP2 Enterprise (UI and documents variants) on Claude
Not checked: openrouter not connected; this agent session is not a clean session, so answering from it would not be comparable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week.demand-gen/search/ai-answer-monitoring.md#checklist
P3-chatgptP3 Comparison (Essential Studio vs Telerik) on ChatGPT
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P3-geminiP3 Comparison (Essential Studio vs Telerik) on Gemini
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P3-ai-overviewsP3 Comparison (Essential Studio vs Telerik) on Google AI Overviews
Not checked: AI Overviews has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Google search and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P3-copilotP3 Comparison (Essential Studio vs Telerik) on Microsoft Copilot
Not checked: Copilot has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Copilot session and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P3-perplexityP3 Comparison (Essential Studio vs Telerik) on Perplexity
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P3-claudeP3 Comparison (Essential Studio vs Telerik) on Claude
Not checked: openrouter not connected; this agent session is not a clean session, so answering from it would not be comparable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week.demand-gen/search/ai-answer-monitoring.md#checklist
P4-chatgptP4 Alternatives to Telerik on ChatGPT
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P4-geminiP4 Alternatives to Telerik on Gemini
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P4-ai-overviewsP4 Alternatives to Telerik on Google AI Overviews
Not checked: AI Overviews has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Google search and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P4-copilotP4 Alternatives to Telerik on Microsoft Copilot
Not checked: Copilot has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Copilot session and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P4-perplexityP4 Alternatives to Telerik on Perplexity
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P4-claudeP4 Alternatives to Telerik on Claude
Not checked: openrouter not connected; this agent session is not a clean session, so answering from it would not be comparable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week.demand-gen/search/ai-answer-monitoring.md#checklist
P6-chatgptP6 Use case (PDF/Word without Office) on ChatGPT
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P6-geminiP6 Use case (PDF/Word without Office) on Gemini
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P6-ai-overviewsP6 Use case (PDF/Word without Office) on Google AI Overviews
Not checked: AI Overviews has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Google search and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P6-copilotP6 Use case (PDF/Word without Office) on Microsoft Copilot
Not checked: Copilot has no API and an unattended run cannot check it by hand.
not-checkedmediumSCheck by hand in a clean, signed-out Copilot session and record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P6-perplexityP6 Use case (PDF/Word without Office) on Perplexity
Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week with the prompts in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P6-claudeP6 Use case (PDF/Word without Office) on Claude
Not checked: openrouter not connected; this agent session is not a clean session, so answering from it would not be comparable.
not-checkedmediumSConnect the openrouter MCP server and rerun this week.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/essential-studio/ai-answer-monitoring/20261112-1647_ai-answer-monitoring_essential-studio_4b40