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AI answer monitoring · essential-studio

2026-11-12 15:19 · 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 no Essential Studio AI-visibility data for 2026-10. No MCP servers were connected, so the openrouter ask_engine tool was unavailable. Google AI Overviews and Microsoft Copilot need a manual check, which an unattended run can't do. All 42 prompt × engine items (54 table rows, counting the UI and documents variants of P1 and P2) are marked not checked. There is no earlier published Essential Studio run either, so the rerun becomes the first baseline (GTM plan, "First 30 days" step 5).

Score

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

Top 3 actions

  1. Connect the openrouter MCP server and 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 nine prompts in raw/prompt-set.json. Use a clean, signed-out session and record the country.
  3. Log the rerun as the Essential Studio baseline and look closely at P5 (licensing, including the Community License) 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

Prompts used. These are the fixed set. Top competitor is Telerik, the first UI competitor in the GTM plan. P1–P2 run for both categories, as the checklist requires.

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 - Rerun this week (see Top 3 actions)

Not checked

Proposed changes (need approval)

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

Data sources

Findings

IDItemStatusSeverityEffortRecommendationChecklist
P5-chatgptP5 Brand facts on ChatGPT: "What is Syncfusion Essential Studio, 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.
not-checkedhighSRerun this week. Check licensing statements (including the Community License) against the public pricing and licensing pages; any wrong licensing claim counts as Wrong.demand-gen/search/ai-answer-monitoring.md#checklist
P5-geminiP5 Brand facts on Gemini: "What is Syncfusion Essential Studio, 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.
not-checkedhighSRerun this week and check licensing statements against the public pricing and licensing pages.demand-gen/search/ai-answer-monitoring.md#checklist
P5-ai-overviewsP5 Brand facts on Google AI Overviews: "What is Syncfusion Essential Studio, how is it licensed and who uses it?"
Not run: AI Overviews has no API and an unattended run can't do the manual Google search.
not-checkedhighSCheck by hand in a signed-out Google search, record the country, and check licensing statements.demand-gen/search/ai-answer-monitoring.md#checklist
P5-copilotP5 Brand facts on Microsoft Copilot: "What is Syncfusion Essential Studio, how is it licensed and who uses it?"
Not run: Copilot has no API and an unattended run can't check it by hand.
not-checkedhighSCheck by hand in a clean Copilot session, record the country, and check licensing statements.demand-gen/search/ai-answer-monitoring.md#checklist
P5-perplexityP5 Brand facts on Perplexity: "What is Syncfusion Essential Studio, 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.
not-checkedhighSRerun this week and check licensing statements and cited URLs.demand-gen/search/ai-answer-monitoring.md#checklist
P5-claudeP5 Brand facts on Claude: "What is Syncfusion Essential Studio, how is it licensed and who uses it?"
Not run: openrouter was not connected. This agent session was not used because it is not a clean session, so its answers would not be comparable.
not-checkedhighSRerun this week with openrouter connected and check licensing statements.demand-gen/search/ai-answer-monitoring.md#checklist
P7-chatgptP7 Trust on ChatGPT: "Is Syncfusion Essential Studio 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.
not-checkedhighSRerun this week. Any wrong security or compliance claim goes to the product marketing lead and the COE Team the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P7-geminiP7 Trust on Gemini: "Is Syncfusion Essential Studio 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.
not-checkedhighSRerun this week and 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 Syncfusion Essential Studio secure and compliant for enterprise use?"
Not run: AI Overviews has no API and an unattended run can't do the manual Google search.
not-checkedhighSCheck by hand in a signed-out Google search, record the country, and escalate any wrong security or compliance claim.demand-gen/search/ai-answer-monitoring.md#checklist
P7-copilotP7 Trust on Microsoft Copilot: "Is Syncfusion Essential Studio secure and compliant for enterprise use?"
Not run: Copilot has no API and an unattended run can't check it by hand.
not-checkedhighSCheck by hand in a clean Copilot session, record the country, and escalate any wrong security or compliance claim.demand-gen/search/ai-answer-monitoring.md#checklist
P7-perplexityP7 Trust on Perplexity: "Is Syncfusion Essential Studio 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.
not-checkedhighSRerun this week and escalate any wrong security or compliance claim the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P7-claudeP7 Trust on Claude: "Is Syncfusion Essential Studio secure and compliant for enterprise use?"
Not run: openrouter was not connected. This agent session was not used because it is not a clean session, so its answers would not be comparable.
not-checkedhighSRerun this week with openrouter connected and escalate any wrong security or compliance claim the same day.demand-gen/search/ai-answer-monitoring.md#checklist
P1-chatgptP1 Category on ChatGPT (UI and documents variants)
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, using both P1 variants in raw/prompt-set.json.demand-gen/search/ai-answer-monitoring.md#checklist
P1-geminiP1 Category on Gemini (UI and documents variants)
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, using both P1 variants.demand-gen/search/ai-answer-monitoring.md#checklist
P1-ai-overviewsP1 Category on Google AI Overviews (UI and documents variants)
Not run: AI Overviews has no API and an unattended run can't do the manual Google search.
not-checkedmediumSCheck by hand in a signed-out Google search, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P1-copilotP1 Category on Microsoft Copilot (UI and documents variants)
Not run: Copilot has no API and an unattended run can't check it by hand.
not-checkedmediumSCheck by hand in a clean Copilot session, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P1-perplexityP1 Category on Perplexity (UI and documents variants)
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 (UI and documents variants)
Not run: openrouter was not connected. This agent session was not used because it is not a clean session (it has the repo's Essential Studio positioning in context), so its answers would not be comparable.
not-checkedmediumSRerun this week with openrouter connected.demand-gen/search/ai-answer-monitoring.md#checklist
P2-chatgptP2 Enterprise on ChatGPT (UI and documents variants)
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, using both P2 variants.demand-gen/search/ai-answer-monitoring.md#checklist
P2-geminiP2 Enterprise on Gemini (UI and documents variants)
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 (UI and documents variants)
Not run: AI Overviews has no API and an unattended run can't do the manual Google search.
not-checkedmediumSCheck by hand in a signed-out Google search, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P2-copilotP2 Enterprise on Microsoft Copilot (UI and documents variants)
Not run: Copilot has no API and an unattended run can't check it by hand.
not-checkedmediumSCheck by hand in a clean Copilot session, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P2-perplexityP2 Enterprise on Perplexity (UI and documents variants)
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 (UI and documents variants)
Not run: openrouter was not connected. This agent session was not used because it is not a clean session, so its answers would not be comparable.
not-checkedmediumSRerun this week with openrouter connected.demand-gen/search/ai-answer-monitoring.md#checklist
P3-chatgptP3 Comparison on ChatGPT: "Syncfusion Essential Studio vs Telerik: 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: "Syncfusion Essential Studio vs Telerik: 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: "Syncfusion Essential Studio vs Telerik: which should I choose?"
Not run: AI Overviews has no API and an unattended run can't do the manual Google search.
not-checkedmediumSCheck by hand in a signed-out Google search, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P3-copilotP3 Comparison on Microsoft Copilot: "Syncfusion Essential Studio vs Telerik: which should I choose?"
Not run: Copilot has no API and an unattended run can't check it by hand.
not-checkedmediumSCheck by hand in a clean Copilot session, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P3-perplexityP3 Comparison on Perplexity: "Syncfusion Essential Studio vs Telerik: 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: "Syncfusion Essential Studio vs Telerik: which should I choose?"
Not run: openrouter was not connected. This agent session was not used because it is not a clean session, so its answers would not be comparable.
not-checkedmediumSRerun this week with openrouter connected.demand-gen/search/ai-answer-monitoring.md#checklist
P4-chatgptP4 Alternatives on ChatGPT: "What are the best alternatives to Telerik?"
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 Telerik?"
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 Telerik?"
Not run: AI Overviews has no API and an unattended run can't do the manual Google search.
not-checkedmediumSCheck by hand in a signed-out Google search, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P4-copilotP4 Alternatives on Microsoft Copilot: "What are the best alternatives to Telerik?"
Not run: Copilot has no API and an unattended run can't check it by hand.
not-checkedmediumSCheck by hand in a clean Copilot session, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P4-perplexityP4 Alternatives on Perplexity: "What are the best alternatives to Telerik?"
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 Telerik?"
Not run: openrouter was not connected. This agent session was not used because it is not a clean session, so its answers would not be comparable.
not-checkedmediumSRerun this week with openrouter connected.demand-gen/search/ai-answer-monitoring.md#checklist
P6-chatgptP6 Use case on ChatGPT: "Which .NET library can create PDF and Word files without Microsoft Office?"
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: "Which .NET library can create PDF and Word files without Microsoft Office?"
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: "Which .NET library can create PDF and Word files without Microsoft Office?"
Not run: AI Overviews has no API and an unattended run can't do the manual Google search.
not-checkedmediumSCheck by hand in a signed-out Google search, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P6-copilotP6 Use case on Microsoft Copilot: "Which .NET library can create PDF and Word files without Microsoft Office?"
Not run: Copilot has no API and an unattended run can't check it by hand.
not-checkedmediumSCheck by hand in a clean Copilot session, record the country.demand-gen/search/ai-answer-monitoring.md#checklist
P6-perplexityP6 Use case on Perplexity: "Which .NET library can create PDF and Word files without Microsoft Office?"
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: "Which .NET library can create PDF and Word files without Microsoft Office?"
Not run: openrouter was not connected. This agent session was not used because it is not a clean session, so its answers would not be comparable.
not-checkedmediumSRerun this week with openrouter connected.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/20261112-1519_ai-answer-monitoring_essential-studio_b6df