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
- 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.
- 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. - 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
- Mention rate: not checked (0 of 42 rows collected). There is no change vs last month to report. For reference, the published 2026-10 baseline was 12 of 28 API rows.
- Citation rate: not checked. The baseline was 11 of 28 API rows.
- Wrong or outdated facts: not checked. The baseline logged 5: P3-claude, P5-gemini, P5-claude and P7-gemini were Wrong, and P3-gemini was Outdated.
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
- ChatGPT, Gemini, Perplexity and Claude, all prompts (P1–P7), 28 rows: no MCP servers were connected, so the openrouter
ask_engineandlist_enginestools weren't available. I didn't use the running agent as a stand-in for the Claude row because it isn't a clean session (it has repo context and memory of the baseline) and has no web search, so its answer wouldn't be comparable. I didn't use web search as a substitute either, because it doesn't reproduce any engine's answer. - Google AI Overviews and Microsoft Copilot, all prompts (P1–P7), 14 rows: neither has an API and both must be checked by hand. This run was unattended.
- Month-over-month comparison: no data from this run. The only earlier run is for the same month (2026-10), so it isn't a "last month" comparison anyway.
- Phase 2 (gaps, fixes, hand-off, weekly-review deltas): nothing new to hand off.
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
- MCP servers: none were connected, and no engine calls were made (0
ask_enginecalls, no API cost). - Repo files read:
CLAUDE.md,.claude/skills/ai-answer-monitoring/SKILL.md,demand-gen/search/ai-answer-monitoring.md,reports/schema/*,products/bolddesk/gtm-plan.md(AI-monitoring prompts and competitors), and the published baseline runreports/publish/bolddesk/ai-answer-monitoring/20261109-2041_ai-answer-monitoring_bolddesk_29e6/. - Raw files:
raw/run-status.jsonrecords the engine availability, the planned prompts and a pointer to the prior run. - Choices made in this unattended run: same prompt wording, top competitor (Zendesk) and P6 choice as the baseline, so a rerun stays comparable. The metric period is the run's date_range (2026-10-15 to 2026-11-11), and
previousis null because the baseline is the same month, not the previous one.
Findings
| ID | Item | Status | Severity | Effort | Recommendation | Checklist |
|---|---|---|---|---|---|---|
| P7-gemini | P7 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-checked | high | S | Rerun with openrouter connected and check whether the ISO 27001 / PCI DSS claim persists. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-chatgpt | P1 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-gemini | P1 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-ai-overviews | P1 Category: best AI help desk software (Google AI Overviews) No API for Google AI Overviews; check-by-hand engine. Unattended run. | not-checked | medium | S | Run P1 by hand in a clean Google session this week and log the row. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-copilot | P1 Category: best AI help desk software (Microsoft Copilot) No public API for Microsoft Copilot consumer answers; check-by-hand engine. Unattended run. | not-checked | medium | S | Run P1 by hand in a clean Copilot session this week and log the row. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-perplexity | P1 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-claude | P1 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-chatgpt | P2 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-gemini | P2 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-ai-overviews | P2 Enterprise (Google AI Overviews) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-copilot | P2 Enterprise (Microsoft Copilot) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-perplexity | P2 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-claude | P2 Enterprise: best AI help desk for enterprise/midsize (Claude) No MCP servers connected, so no clean-session Claude call was possible. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-chatgpt | P3 Comparison: BoldDesk vs Zendesk (ChatGPT) No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-gemini | P3 Comparison: BoldDesk vs Zendesk (Gemini) No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-ai-overviews | P3 Comparison: BoldDesk vs Zendesk (Google AI Overviews) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-copilot | P3 Comparison: BoldDesk vs Zendesk (Microsoft Copilot) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-perplexity | P3 Comparison: BoldDesk vs Zendesk (Perplexity) No MCP servers connected for this run, so the openrouter ask_engine tool was unavailable. No answer collected. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-claude | P3 Comparison: BoldDesk vs Zendesk (Claude) No MCP servers connected, so no clean-session Claude call was possible. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-chatgpt | P4 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-gemini | P4 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-ai-overviews | P4 Alternatives: best alternatives to Zendesk (Google AI Overviews) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-copilot | P4 Alternatives: best alternatives to Zendesk (Microsoft Copilot) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-perplexity | P4 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-claude | P4 Alternatives: best alternatives to Zendesk (Claude) No MCP servers connected, so no clean-session Claude call was possible. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-chatgpt | P5 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-gemini | P5 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-ai-overviews | P5 Brand facts (Google AI Overviews) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-copilot | P5 Brand facts (Microsoft Copilot) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-perplexity | P5 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-claude | P5 Brand facts: what is BoldDesk, licensing, users (Claude) No MCP servers connected, so no clean-session Claude call was possible. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-chatgpt | P6 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-gemini | P6 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-ai-overviews | P6 Use case (Google AI Overviews) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-copilot | P6 Use case (Microsoft Copilot) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-perplexity | P6 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-claude | P6 Use case: automate tier-1 support tickets with AI (Claude) No MCP servers connected, so no clean-session Claude call was possible. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-chatgpt | P7 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-ai-overviews | P7 Trust (Google AI Overviews) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-copilot | P7 Trust (Microsoft Copilot) No API; check-by-hand engine. Unattended run. | not-checked | medium | S | Run by hand this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-perplexity | P7 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-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-claude | P7 Trust: is BoldDesk secure and compliant (Claude) No MCP servers connected, so no clean-session Claude call was possible. | not-checked | medium | S | Rerun this skill with the openrouter MCP server connected, within the week. | demand-gen/search/ai-answer-monitoring.md#checklist |
Metrics
| Metric | Value | Previous | Change | Period | Dimensions |
|---|---|---|---|---|---|
| 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 – 2026-11-11 | engine: chatgpt |
| AI mention rate, Gemini (not checked) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: gemini |
| AI mention rate, Google AI Overviews (not checked) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: ai-overviews |
| AI mention rate, Microsoft Copilot (not checked) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: copilot |
| AI mention rate, Perplexity (not checked) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: perplexity |
| AI mention rate, Claude (not checked) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: 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 – 2026-11-11 | engine: chatgpt |
| AI citation rate, Gemini (not checked) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: gemini |
| AI citation rate, Google AI Overviews (not checked) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: ai-overviews |
| AI citation rate, Microsoft Copilot (not checked) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: copilot |
| AI citation rate, Perplexity (not checked) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: perplexity |
| AI citation rate, Claude (not checked) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | engine: 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