AI answer monitoring · boldcreate
2026-11-12 20:40 · 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 engine results this run. The openrouter MCP server was not connected, so I could not query ChatGPT, Gemini, Perplexity or Claude. Google AI Overviews and Microsoft Copilot have no API, and this run was unattended. All 42 rows (7 prompts × 6 engines) are not checked, and there are no mention, citation or accuracy numbers for this period. The latest data is still the 2026-11-09 baseline run (20261109-2041_ai-answer-monitoring_boldcreate_de08): 12 of 28 mentioned, 11 of 28 cited, 5 wrong facts. That run's open issue is unverified SOC 2 claims on ChatGPT and Gemini P7.
Score
No score: the checklist does not define one, so overall_score is null.
Top 3 actions
- Rerun this month with the
openrouterMCP server connected (see_reference/mcp-and-tools.md). Use the same prompts listed inraw/engines.json, so the results compare with the 2026-11-09 baseline. - Confirm that the baseline's SOC 2 escalation happened (P7-chatgpt, P7-gemini) with the BoldCreate product marketing lead and the COE Team. This run could not tell whether the wrong claim is still live.
- Check Google AI Overviews and Microsoft Copilot by hand for P1–P7 this week. Use a clean session, record the country, and fill the 14 rows. Those engines have never been checked for BoldCreate.
Findings
AI answer monitoring: boldcreate, 2026-10
Run by: Claude | Location: not set (no engine queried) | Date: 2026-11-12
| ID | Engine | Mentioned | Position | Cited | Cited URL | Competitors mentioned | Accuracy | Note |
|---|---|---|---|---|---|---|---|---|
| P1–P7 | ChatGPT | not checked | - | not checked | - | - | n/a | openrouter MCP not connected |
| P1–P7 | Gemini | not checked | - | not checked | - | - | n/a | openrouter MCP not connected |
| P1–P7 | Google AI Overviews | not checked | - | not checked | - | - | n/a | No API; check by hand |
| P1–P7 | Microsoft Copilot | not checked | - | not checked | - | - | n/a | No API; check by hand |
| P1–P7 | Perplexity | not checked | - | not checked | - | - | n/a | openrouter MCP not connected |
| P1–P7 | Claude | not checked | - | not checked | - | - | n/a | openrouter MCP not connected. This agent has repo context, so it is not a clean session and did not answer for Claude itself |
Per-row entries (P1-chatgpt … P7-claude, 42 in all) are in findings.json and raw/results.csv.
Summary
- Mention rate: not checked (baseline 2026-11-09: 12 of 28; no delta possible)
- Citation rate: not checked (baseline 2026-11-09: 11 of 28; no delta possible)
- Wrong or outdated facts: not checked. The baseline found 5, and their current state is unknown:
- ChatGPT P7 and Gemini P7: SOC 2 claims.
- Gemini P5: trial without a credit card.
- Perplexity P3: "creator-oriented" product.
- Perplexity P5: retired license-holder free offer.
Gaps and fixes
This run found no new gaps. The gap list from the 2026-11-09 baseline still stands until a rerun confirms or clears it. See that run's summary for the pages and fixes.
| Prompt ID | Engine | Gap | Page to fix | Fix |
|---|---|---|---|---|
| P1–P7 | All | No data this month | - | Rerun with the openrouter MCP; check AI Overviews and Copilot by hand |
Hand-off: there are no new deltas to post for the weekly GTM review. Report "BoldCreate AI monitoring: rerun pending". Add this run's status to the team's shared results log (location TBD).
Not checked
- ChatGPT, Gemini, Perplexity and Claude, P1–P7 (28 rows): no MCP servers were connected for this run, so
list_enginesandask_enginewere unavailable. I did not answer the Claude rows myself, because this agent has repo context and is not a clean session. - Google AI Overviews and Microsoft Copilot, P1–P7 (14 rows): these have no API, and the run was unattended. They need a check by hand.
- Month-over-month comparison: there are no current values, so
previousanddelta_pctare null. The 2026-11-09 baseline covered roughly the same window (2026-10-12 to 2026-11-08). It is not the previous period (2026-09-17 to 2026-10-14), so I did not use it asprevious. - Accuracy checks against boldcreate.ai: I skipped them, because there were no answers to judge.
- Phase 2 hand-off and posting deltas: there was nothing new to hand off.
Proposed changes (need approval)
None from this run. The nine proposed changes from the 2026-11-09 baseline are still pending review. They include the BoldCreate trust page, a redirect or noindex for /blogs/syncfusion-license, a pricing FAQ on the card requirement, and comparison and alternatives pages.
Data sources
Engines: none. No MCP servers were connected, the API cost was $0, and
raw/engines.jsonrecords why.Prompt set: I reused it unchanged from the 2026-11-09 baseline. The category is "AI coding agents for engineering teams", because the checklist's BoldCreate category is still "TODO: verify category from the public site". The top competitor is Devin (Cognition), from
products/boldcreate/gtm-plan.md. P6 is GTM-plan prompt 4 (WebForms to Blazor). Please confirm the category in the checklist.Repo references:
demand-gen/search/ai-answer-monitoring.md,products/boldcreate/gtm-plan.md, andreports/publish/boldcreate/ai-answer-monitoring/20261109-2041_ai-answer-monitoring_boldcreate_de08/(baseline context only; I copied no numbers into this run's metrics).raw/:
engines.json: the engines planned, why each was unavailable, and the exact prompts.results.csv: all 42 rows, marked not checked.
No personal data or credentials are stored.
Findings
| ID | Item | Status | Severity | Effort | Recommendation | Checklist |
|---|---|---|---|---|---|---|
| P1-chatgpt | P1 Category: best AI coding agents for engineering teams (ChatGPT) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-chatgpt | P2 Enterprise: best AI coding agent for enterprise/midsize (ChatGPT) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-chatgpt | P4 Alternatives: best alternatives to Devin (ChatGPT) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-chatgpt | P7 Trust: is BoldCreate secure and compliant for enterprise use (ChatGPT) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: rated Wrong (claimed BoldCreate is SOC 2 compliant, which boldcreate.ai does not state). Whether this is still the case is unknown. | not-checked | high | S | Rerun with the openrouter MCP connected this week, and confirm the SOC 2 escalation from the baseline run reached product marketing and the COE Team. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-gemini | P1 Category: best AI coding agents for engineering teams (Gemini) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-gemini | P2 Enterprise: best AI coding agent for enterprise/midsize (Gemini) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-gemini | P4 Alternatives: best alternatives to Devin (Gemini) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-gemini | P7 Trust: is BoldCreate secure and compliant for enterprise use (Gemini) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: rated Wrong (claimed SOC 2 Type 2, SAML, configurable fallbacks and SLAs). Whether this is still the case is unknown. | not-checked | high | S | Rerun with the openrouter MCP connected this week, and confirm the SOC 2 escalation from the baseline run reached product marketing and the COE Team. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-ai-overviews | P7 Trust: is BoldCreate secure and compliant for enterprise use (Google AI Overviews) Not checked: Google AI Overviews has no API and this run was unattended. Gemini repeated an unverified SOC 2 claim in the 2026-11-09 baseline, so AI Overviews may too. | not-checked | high | S | Check by hand in a clean Google search session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-copilot | P7 Trust: is BoldCreate secure and compliant for enterprise use (Microsoft Copilot) Not checked: Microsoft Copilot has no public API and this run was unattended. | not-checked | high | S | Check by hand in a clean, signed-out Copilot session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-perplexity | P1 Category: best AI coding agents for engineering teams (Perplexity) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-perplexity | P2 Enterprise: best AI coding agent for enterprise/midsize (Perplexity) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-perplexity | P4 Alternatives: best alternatives to Devin (Perplexity) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-perplexity | P7 Trust: is BoldCreate secure and compliant for enterprise use (Perplexity) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: mentioned, cited, correct. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-claude | P1 Category: best AI coding agents for engineering teams (Claude) Not checked: the openrouter MCP server (ask_engine) was not connected. The agent running this report has repo context and is not a clean session, so it did not answer for Claude itself. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-claude | P2 Enterprise: best AI coding agent for enterprise/midsize (Claude) Not checked: the openrouter MCP server (ask_engine) was not connected. The agent running this report has repo context and is not a clean session, so it did not answer for Claude itself. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-claude | P4 Alternatives: best alternatives to Devin (Claude) Not checked: the openrouter MCP server (ask_engine) was not connected. The agent running this report has repo context and is not a clean session, so it did not answer for Claude itself. Baseline 2026-11-09: not mentioned. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P7-claude | P7 Trust: is BoldCreate secure and compliant for enterprise use (Claude) Not checked: the openrouter MCP server (ask_engine) was not connected. The agent running this report has repo context and is not a clean session, so it did not answer for Claude itself. Baseline 2026-11-09: mentioned, cited, correct. | not-checked | high | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-chatgpt | P3 Comparison: BoldCreate vs Devin (ChatGPT) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: mentioned (position 2), cited. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-chatgpt | P5 Brand facts: what is BoldCreate, licensing, users (ChatGPT) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: mentioned, cited, correct. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-chatgpt | P6 Use case: modernize ASP.NET WebForms to Blazor with AI (ChatGPT) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-gemini | P3 Comparison: BoldCreate vs Devin (Gemini) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: mentioned (position 2), cited, correct. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-gemini | P5 Brand facts: what is BoldCreate, licensing, users (Gemini) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: rated Wrong (trial 'without requiring a credit card'). | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-gemini | P6 Use case: modernize ASP.NET WebForms to Blazor with AI (Gemini) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-ai-overviews | P1 Category: best AI coding agents for engineering teams (Google AI Overviews) Not checked: Google AI Overviews has no API and this run was unattended. | not-checked | medium | S | Check by hand in a clean Google search session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-ai-overviews | P2 Enterprise: best AI coding agent for enterprise/midsize (Google AI Overviews) Not checked: Google AI Overviews has no API and this run was unattended. | not-checked | medium | S | Check by hand in a clean Google search session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-ai-overviews | P3 Comparison: BoldCreate vs Devin (Google AI Overviews) Not checked: Google AI Overviews has no API and this run was unattended. | not-checked | medium | S | Check by hand in a clean Google search session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-ai-overviews | P4 Alternatives: best alternatives to Devin (Google AI Overviews) Not checked: Google AI Overviews has no API and this run was unattended. | not-checked | medium | S | Check by hand in a clean Google search session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-ai-overviews | P5 Brand facts: what is BoldCreate, licensing, users (Google AI Overviews) Not checked: Google AI Overviews has no API and this run was unattended. | not-checked | medium | S | Check by hand in a clean Google search session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-ai-overviews | P6 Use case: modernize ASP.NET WebForms to Blazor with AI (Google AI Overviews) Not checked: Google AI Overviews has no API and this run was unattended. | not-checked | medium | S | Check by hand in a clean Google search session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P1-copilot | P1 Category: best AI coding agents for engineering teams (Microsoft Copilot) Not checked: Microsoft Copilot has no public API and this run was unattended. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P2-copilot | P2 Enterprise: best AI coding agent for enterprise/midsize (Microsoft Copilot) Not checked: Microsoft Copilot has no public API and this run was unattended. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-copilot | P3 Comparison: BoldCreate vs Devin (Microsoft Copilot) Not checked: Microsoft Copilot has no public API and this run was unattended. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P4-copilot | P4 Alternatives: best alternatives to Devin (Microsoft Copilot) Not checked: Microsoft Copilot has no public API and this run was unattended. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-copilot | P5 Brand facts: what is BoldCreate, licensing, users (Microsoft Copilot) Not checked: Microsoft Copilot has no public API and this run was unattended. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-copilot | P6 Use case: modernize ASP.NET WebForms to Blazor with AI (Microsoft Copilot) Not checked: Microsoft Copilot has no public API and this run was unattended. | not-checked | medium | S | Check by hand in a clean, signed-out Copilot session this week and record the country. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-perplexity | P3 Comparison: BoldCreate vs Devin (Perplexity) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: rated Wrong (called BoldCreate 'creator-oriented'), not cited. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-perplexity | P5 Brand facts: what is BoldCreate, licensing, users (Perplexity) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: rated Wrong (repeated the retired free offer for license holders, sourced from /blogs/syncfusion-license). | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-perplexity | P6 Use case: modernize ASP.NET WebForms to Blazor with AI (Perplexity) Not checked: the openrouter MCP server (ask_engine) was not connected for this run. Baseline 2026-11-09: not mentioned. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P3-claude | P3 Comparison: BoldCreate vs Devin (Claude) Not checked: the openrouter MCP server (ask_engine) was not connected. The agent running this report has repo context and is not a clean session, so it did not answer for Claude itself. Baseline 2026-11-09: mentioned (position 1), cited, correct. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P5-claude | P5 Brand facts: what is BoldCreate, licensing, users (Claude) Not checked: the openrouter MCP server (ask_engine) was not connected. The agent running this report has repo context and is not a clean session, so it did not answer for Claude itself. Baseline 2026-11-09: mentioned, cited, correct. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
| P6-claude | P6 Use case: modernize ASP.NET WebForms to Blazor with AI (Claude) Not checked: the openrouter MCP server (ask_engine) was not connected. The agent running this report has repo context and is not a clean session, so it did not answer for Claude itself. Baseline 2026-11-09: not mentioned. | not-checked | medium | S | Rerun with the openrouter MCP connected this week. | demand-gen/search/ai-answer-monitoring.md#checklist |
Metrics
| Metric | Value | Previous | Change | Period | Dimensions |
|---|---|---|---|---|---|
| AI mention rate (not checked: no engine connected) ai.mention_rate | – | – | – | 2026-10-15 – 2026-11-11 | |
| AI citation rate (not checked: no engine connected) ai.citation_rate | – | – | – | 2026-10-15 – 2026-11-11 | |
| Wrong or outdated facts (not checked: no engine connected) ai.wrong_facts | – | – | – | 2026-10-15 – 2026-11-11 |
Folder: reports/publish/boldcreate/ai-answer-monitoring/20261112-2040_ai-answer-monitoring_boldcreate_9557