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
- Set up the
openrouterserver 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. - 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. - 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.
- P1 (UI): "What are the best UI component libraries for .NET/JavaScript?"
- P1 (Docs): "What are the best PDF/Word/Excel libraries for .NET?"
- P2 (UI): "What is the best UI component library for .NET/JavaScript for an enterprise / midsize company?"
- P2 (Docs): "What is the best PDF/Word/Excel library for .NET for an enterprise / midsize company?"
- P3: "Syncfusion Essential Studio vs Telerik: which should I choose?"
- P4: "What are the best alternatives to Telerik?"
- P5: "What is Syncfusion Essential Studio, how is it licensed and who uses it?"
- P6: "Which .NET library can create PDF and Word files without Microsoft Office?" (GTM plan, AI-monitoring prompt 3)
- P7: "Is Syncfusion Essential Studio secure and compliant for enterprise use?"
| 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
- Mention rate: 0 of 0 answers collected. There's no comparison because the only earlier run (
20261112-1519_…_b6df) also collected no answers. - Citation rate: 0 of 0 answers collected. There's no comparison for the same reason.
- Wrong or outdated facts: none recorded because no answers were collected. The count is 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 | - | Attach openrouter and rerun this week; check AI Overviews and Copilot by hand |
Not checked
- P1–P7 on ChatGPT, Gemini and Perplexity (21 items): no MCP servers were connected for this run, so the
openrouterask_enginetool was unavailable. - P1–P7 on Claude (7 items):
openrouterwas not connected. I didn't answer the prompts from this agent session because it isn't a clean session (the repo's positioning and competitor files are in context), so its answers wouldn't be comparable. - P1–P7 on Google AI Overviews and Microsoft Copilot (14 items): 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 this run and no earlier run with data.
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
- Fixed prompt set and categories:
demand-gen/search/ai-answer-monitoring.md. - Top competitor (Telerik) and the P6 use-case prompt (AI-monitoring prompt 3):
products/essential-studio/gtm-plan.md. - Earlier runs:
reports/publish/essential-studio/ai-answer-monitoring/20261112-1519_ai-answer-monitoring_essential-studio_b6df/(no answers collected, all metrics null). - MCP server definition:
maintain/mcp-servers.json(idopenrouter). - Engines: none queried (no MCP servers connected).
- Exports:
raw/prompt-set.jsonholds the resolved prompts. It contains no answers. - Choices made without an operator. These match the earlier run so results stay comparable:
- Item IDs are
P{n}-{engine}. The UI and documents variants of P1 and P2 share one item each. - P3 and P4 use Telerik. P6 uses GTM prompt 3.
- The metrics period is the run's
date_range(2026-10-15 to 2026-11-11), and the logged month is 2026-10. - Metric values are
null(not measured), not zero. - P5 and P7 are rated high severity because wrong licensing or compliance claims need same-day escalation. The other items are rated medium.
- Item IDs are
Findings
| ID | Item | Status | Severity | Effort | Recommendation | Checklist |
|---|---|---|---|---|---|---|
| P5-chatgpt | P5 Brand facts and licensing on ChatGPT Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | high | S | Rerun 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-gemini | P5 Brand facts and licensing on Gemini Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | high | S | Rerun 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-overviews | P5 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-checked | high | S | Check by hand in a clean, signed-out Google search and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-copilot | P5 Brand facts and licensing on Microsoft Copilot Not checked: Copilot has no API and an unattended run cannot check it by hand. | not-checked | high | S | Check by hand in a clean, signed-out Copilot session and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-perplexity | P5 Brand facts and licensing on Perplexity Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | high | S | Rerun 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-claude | P5 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-checked | high | S | Connect the openrouter MCP server and rerun this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-chatgpt | P7 Trust (security and compliance) on ChatGPT Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | high | S | Rerun 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-gemini | P7 Trust (security and compliance) on Gemini Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | high | S | Rerun 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-overviews | P7 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-checked | high | S | Check by hand in a clean, signed-out Google search and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-copilot | P7 Trust (security and compliance) on Microsoft Copilot Not checked: Copilot has no API and an unattended run cannot check it by hand. | not-checked | high | S | Check by hand in a clean, signed-out Copilot session and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-perplexity | P7 Trust (security and compliance) on Perplexity Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | high | S | Rerun 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-claude | P7 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-checked | high | S | Connect the openrouter MCP server and rerun this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-chatgpt | P1 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-checked | medium | S | Connect 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-gemini | P1 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-checked | medium | S | Connect 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-overviews | P1 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-checked | medium | S | Check by hand in a clean, signed-out Google search and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-copilot | P1 Category (UI and documents variants) on Microsoft Copilot Not checked: Copilot has no API and an unattended run cannot check it by hand. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-perplexity | P1 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-checked | medium | S | Connect 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-claude | P1 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-checked | medium | S | Connect the openrouter MCP server and rerun this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-chatgpt | P2 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-checked | medium | S | Connect 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-gemini | P2 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-checked | medium | S | Connect 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-overviews | P2 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-checked | medium | S | Check by hand in a clean, signed-out Google search and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-copilot | P2 Enterprise (UI and documents variants) on Microsoft Copilot Not checked: Copilot has no API and an unattended run cannot check it by hand. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-perplexity | P2 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-checked | medium | S | Connect 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-claude | P2 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-checked | medium | S | Connect the openrouter MCP server and rerun this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-chatgpt | P3 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-checked | medium | S | Connect 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-gemini | P3 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-checked | medium | S | Connect 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-overviews | P3 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-checked | medium | S | Check by hand in a clean, signed-out Google search and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-copilot | P3 Comparison (Essential Studio vs Telerik) on Microsoft Copilot Not checked: Copilot has no API and an unattended run cannot check it by hand. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-perplexity | P3 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-checked | medium | S | Connect 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-claude | P3 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-checked | medium | S | Connect the openrouter MCP server and rerun this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-chatgpt | P4 Alternatives to Telerik on ChatGPT Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | medium | S | Connect 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-gemini | P4 Alternatives to Telerik on Gemini Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | medium | S | Connect 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-overviews | P4 Alternatives to Telerik on Google AI Overviews Not checked: AI Overviews has no API and an unattended run cannot check it by hand. | not-checked | medium | S | Check by hand in a clean, signed-out Google search and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-copilot | P4 Alternatives to Telerik on Microsoft Copilot Not checked: Copilot has no API and an unattended run cannot check it by hand. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-perplexity | P4 Alternatives to Telerik on Perplexity Not checked: no MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. | not-checked | medium | S | Connect 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-claude | P4 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-checked | medium | S | Connect the openrouter MCP server and rerun this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-chatgpt | P6 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-checked | medium | S | Connect 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-gemini | P6 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-checked | medium | S | Connect 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-overviews | P6 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-checked | medium | S | Check by hand in a clean, signed-out Google search and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-copilot | P6 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-checked | medium | S | Check by hand in a clean, signed-out Copilot session and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-perplexity | P6 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-checked | medium | S | Connect 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-claude | P6 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-checked | medium | S | Connect the openrouter MCP server and rerun this week. | 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/essential-studio/ai-answer-monitoring/20261112-1647_ai-answer-monitoring_essential-studio_4b40