GTM reportsOverviewFindings explorerInternal. Built from reviewed runs in reports/publish.

AI answer monitoring · bolddesk

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 data was collected. No MCP servers were connected for this run, so the openrouter ask_engine tool was unavailable. All 42 rows (7 prompts × 6 engines) are marked not-checked, and there are no mention, citation or accuracy numbers. Note that a complete run for BoldDesk for the same month (2026-10) is already published: reports/publish/bolddesk/ai-answer-monitoring/20261109-2041_ai-answer-monitoring_bolddesk_29e6. That run remains the current baseline. This run should probably be discarded rather than published.

Score

No score. The checklist does not define one, so overall_score is null.

Top 3 actions

  1. Don't publish this run as a data point. Discard it, or publish it only as a record of the failed attempt. It doesn't replace the 2026-11-09 baseline for 2026-10.
  2. Connect the openrouter MCP server before the next run (see _reference/mcp-and-tools.md), then rerun for month 2026-11 in the first week of December so it gives a real month-over-month comparison against the baseline.
  3. Follow up the open urgent item from the baseline: Gemini claimed ISO 27001 and PCI DSS compliance for BoldDesk (P7-gemini). This run couldn't check whether that is still happening. Confirm that the product marketing lead and the COE Team were told, and that the proposed security-page fix is tracked.

Findings

AI answer monitoring: bolddesk, 2026-10

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

ID Engine Mentioned Position Cited Cited URL Competitors mentioned Accuracy Note
P1 ChatGPT n/a Not checked: openrouter MCP not connected
P1 Gemini n/a Not checked: openrouter MCP not connected
P1 AI Overviews n/a Not checked: no API
P1 Copilot n/a Not checked: no API
P1 Perplexity n/a Not checked: openrouter MCP not connected
P1 Claude n/a Not checked: openrouter MCP not connected
P2 ChatGPT n/a Not checked: openrouter MCP not connected
P2 Gemini n/a Not checked: openrouter MCP not connected
P2 AI Overviews n/a Not checked: no API
P2 Copilot n/a Not checked: no API
P2 Perplexity n/a Not checked: openrouter MCP not connected
P2 Claude n/a Not checked: openrouter MCP not connected
P3 ChatGPT n/a Not checked: openrouter MCP not connected
P3 Gemini n/a Not checked: openrouter MCP not connected
P3 AI Overviews n/a Not checked: no API
P3 Copilot n/a Not checked: no API
P3 Perplexity n/a Not checked: openrouter MCP not connected
P3 Claude n/a Not checked: openrouter MCP not connected
P4 ChatGPT n/a Not checked: openrouter MCP not connected
P4 Gemini n/a Not checked: openrouter MCP not connected
P4 AI Overviews n/a Not checked: no API
P4 Copilot n/a Not checked: no API
P4 Perplexity n/a Not checked: openrouter MCP not connected
P4 Claude n/a Not checked: openrouter MCP not connected
P5 ChatGPT n/a Not checked: openrouter MCP not connected
P5 Gemini n/a Not checked: openrouter MCP not connected
P5 AI Overviews n/a Not checked: no API
P5 Copilot n/a Not checked: no API
P5 Perplexity n/a Not checked: openrouter MCP not connected
P5 Claude n/a Not checked: openrouter MCP not connected
P6 ChatGPT n/a Not checked: openrouter MCP not connected
P6 Gemini n/a Not checked: openrouter MCP not connected
P6 AI Overviews n/a Not checked: no API
P6 Copilot n/a Not checked: no API
P6 Perplexity n/a Not checked: openrouter MCP not connected
P6 Claude n/a Not checked: openrouter MCP not connected
P7 ChatGPT n/a Not checked: openrouter MCP not connected
P7 Gemini n/a Not checked: openrouter MCP not connected (baseline had a Wrong ISO 27001 / PCI DSS claim)
P7 AI Overviews n/a Not checked: no API
P7 Copilot n/a Not checked: no API
P7 Perplexity n/a Not checked: openrouter MCP not connected
P7 Claude n/a Not checked: openrouter MCP not connected

Planned prompt text (same as the baseline, unchanged): P1 "What are the best AI help desk / AI customer support software?"; P2 "What is the best AI help desk / AI customer support software for an enterprise / midsize company?"; P3 "BoldDesk vs Zendesk: which should I choose?"; P4 "What are the best alternatives to Zendesk?"; P5 "What is BoldDesk, how is it licensed and who uses it?"; P6 "How to automate tier-1 support tickets with AI" (GTM plan AI-monitoring prompt 5); P7 "Is BoldDesk secure and compliant for enterprise use?".

Summary

Gaps and fixes

No new gaps, because no answers were collected. The gap list in the baseline run (20261109-2041_..._29e6/summary.md) is still the open list.

Not checked

Proposed changes (need approval)

This run proposes no new changes. The 8 proposed changes in the 2026-11-09 baseline run are still open as far as this run can tell. The most urgent is correcting the ISO 27001 and PCI DSS claims behind P7-gemini.

Data sources

Findings

IDItemStatusSeverityEffortRecommendationChecklist
P7-geminiP7 Trust: is BoldDesk secure and compliant (Gemini)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected. Severity kept high because the 2026-11-09 baseline run (20261109-2041_..._29e6) logged Gemini claiming ISO 27001 and PCI DSS compliance; whether that is fixed is unknown.
not-checkedhighSRerun with openrouter connected and check whether the ISO 27001 / PCI DSS claim persists.demand-gen/search/ai-answer-monitoring.md#checklist
P1-chatgptP1 Category: best AI help desk software (ChatGPT)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P1-geminiP1 Category: best AI help desk software (Gemini)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P1-ai-overviewsP1 Category: best AI help desk software (Google AI Overviews)
No API for Google AI Overviews; check-by-hand engine. Unattended run.
not-checkedmediumSRun P1 by hand in a clean Google session this week and log the row.demand-gen/search/ai-answer-monitoring.md#checklist
P1-copilotP1 Category: best AI help desk software (Microsoft Copilot)
No public API for Microsoft Copilot consumer answers; check-by-hand engine. Unattended run.
not-checkedmediumSRun P1 by hand in a clean Copilot session this week and log the row.demand-gen/search/ai-answer-monitoring.md#checklist
P1-perplexityP1 Category: best AI help desk software (Perplexity)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P1-claudeP1 Category: best AI help desk software (Claude)
No MCP servers connected, so no clean-session Claude call was possible. The running agent was not used as a stand-in: it has repo context and no web search, so its answer would not be comparable.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P2-chatgptP2 Enterprise: best AI help desk for enterprise/midsize (ChatGPT)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P2-geminiP2 Enterprise: best AI help desk for enterprise/midsize (Gemini)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P2-ai-overviewsP2 Enterprise (Google AI Overviews)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P2-copilotP2 Enterprise (Microsoft Copilot)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P2-perplexityP2 Enterprise: best AI help desk for enterprise/midsize (Perplexity)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P2-claudeP2 Enterprise: best AI help desk for enterprise/midsize (Claude)
No MCP servers connected, so no clean-session Claude call was possible.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P3-chatgptP3 Comparison: BoldDesk vs Zendesk (ChatGPT)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P3-geminiP3 Comparison: BoldDesk vs Zendesk (Gemini)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P3-ai-overviewsP3 Comparison: BoldDesk vs Zendesk (Google AI Overviews)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P3-copilotP3 Comparison: BoldDesk vs Zendesk (Microsoft Copilot)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P3-perplexityP3 Comparison: BoldDesk vs Zendesk (Perplexity)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P3-claudeP3 Comparison: BoldDesk vs Zendesk (Claude)
No MCP servers connected, so no clean-session Claude call was possible.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P4-chatgptP4 Alternatives: best alternatives to Zendesk (ChatGPT)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P4-geminiP4 Alternatives: best alternatives to Zendesk (Gemini)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P4-ai-overviewsP4 Alternatives: best alternatives to Zendesk (Google AI Overviews)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P4-copilotP4 Alternatives: best alternatives to Zendesk (Microsoft Copilot)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P4-perplexityP4 Alternatives: best alternatives to Zendesk (Perplexity)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P4-claudeP4 Alternatives: best alternatives to Zendesk (Claude)
No MCP servers connected, so no clean-session Claude call was possible.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P5-chatgptP5 Brand facts: what is BoldDesk, licensing, users (ChatGPT)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P5-geminiP5 Brand facts: what is BoldDesk, licensing, users (Gemini)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P5-ai-overviewsP5 Brand facts (Google AI Overviews)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P5-copilotP5 Brand facts (Microsoft Copilot)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P5-perplexityP5 Brand facts: what is BoldDesk, licensing, users (Perplexity)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P5-claudeP5 Brand facts: what is BoldDesk, licensing, users (Claude)
No MCP servers connected, so no clean-session Claude call was possible.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P6-chatgptP6 Use case: automate tier-1 support tickets with AI (ChatGPT)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P6-geminiP6 Use case: automate tier-1 support tickets with AI (Gemini)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P6-ai-overviewsP6 Use case (Google AI Overviews)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P6-copilotP6 Use case (Microsoft Copilot)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P6-perplexityP6 Use case: automate tier-1 support tickets with AI (Perplexity)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P6-claudeP6 Use case: automate tier-1 support tickets with AI (Claude)
No MCP servers connected, so no clean-session Claude call was possible.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P7-chatgptP7 Trust: is BoldDesk secure and compliant (ChatGPT)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P7-ai-overviewsP7 Trust (Google AI Overviews)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P7-copilotP7 Trust (Microsoft Copilot)
No API; check-by-hand engine. Unattended run.
not-checkedmediumSRun by hand this week.demand-gen/search/ai-answer-monitoring.md#checklist
P7-perplexityP7 Trust: is BoldDesk secure and compliant (Perplexity)
No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist
P7-claudeP7 Trust: is BoldDesk secure and compliant (Claude)
No MCP servers connected, so no clean-session Claude call was possible.
not-checkedmediumSRerun this skill with the openrouter MCP server connected, within the week.demand-gen/search/ai-answer-monitoring.md#checklist

Metrics

MetricValuePreviousChangePeriodDimensions
AI mention rate (not checked: no engine access) ai.mention_rate–––2026-10-15 – 2026-11-11
AI mention rate, ChatGPT (not checked) ai.mention_rate–––2026-10-15 – 2026-11-11engine: chatgpt
AI mention rate, Gemini (not checked) ai.mention_rate–––2026-10-15 – 2026-11-11engine: gemini
AI mention rate, Google AI Overviews (not checked) ai.mention_rate–––2026-10-15 – 2026-11-11engine: ai-overviews
AI mention rate, Microsoft Copilot (not checked) ai.mention_rate–––2026-10-15 – 2026-11-11engine: copilot
AI mention rate, Perplexity (not checked) ai.mention_rate–––2026-10-15 – 2026-11-11engine: perplexity
AI mention rate, Claude (not checked) ai.mention_rate–––2026-10-15 – 2026-11-11engine: claude
AI citation rate (not checked: no engine access) ai.citation_rate–––2026-10-15 – 2026-11-11
AI citation rate, ChatGPT (not checked) ai.citation_rate–––2026-10-15 – 2026-11-11engine: chatgpt
AI citation rate, Gemini (not checked) ai.citation_rate–––2026-10-15 – 2026-11-11engine: gemini
AI citation rate, Google AI Overviews (not checked) ai.citation_rate–––2026-10-15 – 2026-11-11engine: ai-overviews
AI citation rate, Microsoft Copilot (not checked) ai.citation_rate–––2026-10-15 – 2026-11-11engine: copilot
AI citation rate, Perplexity (not checked) ai.citation_rate–––2026-10-15 – 2026-11-11engine: perplexity
AI citation rate, Claude (not checked) ai.citation_rate–––2026-10-15 – 2026-11-11engine: claude
Wrong or outdated facts (not checked) ai.wrong_facts–––2026-10-15 – 2026-11-11

Folder: reports/publish/bolddesk/ai-answer-monitoring/20261112-1647_ai-answer-monitoring_bolddesk_48f6