This document is not a marketing asset. It is an autopsy.
The cybersecurity industry has a brand problem it did not know it had, because the brand problem is happening inside a distribution layer that its marketing teams do not measure, cannot see, and have never heard of. We measured it. The scoreboard is below. It is not flattering.
All scores from a single parallel batch on 2026-04-11, ~17:20 UTC. Five-model council: GPT-4o, Claude Haiku 4.5, Gemini 2.5 Flash, Mistral Large, DeepSeek Reasoner.
| # | Domain | Overall | AIPM-NPS | Awareness | Accuracy | Sentiment | Recommend |
|---|---|---|---|---|---|---|---|
| 1 | crowdstrike.com | 70 | +20 | 85 | 50 | 58 | 85 |
| 2 | zscaler.com | 70 | −40 | 85 | 50 | 65 | 79 |
| 3 | sentinelone.com | 66 | −40 | 68 | 50 | 60 | 79 |
| 4 | paloaltonetworks.com | 56 | +25 | 68 | 40 | 60 | 62 |
| 5 | darktrace.com | 56 | −25 | 68 | 40 | 58 | 68 |
| 6 | snyk.io | 55 | 0 | 68 | 40 | 58 | 68 |
| 7 | rapid7.com | 55 | 0 | 68 | 40 | 58 | 52 |
| 8 | recordedfuture.com | 54 | 0 | 68 | 40 | 58 | 62 |
| 9 | splunk.com | 54 | −50 | 68 | 40 | 58 | 56 |
| 10 | tenable.com | 54 | −25 | 68 | 40 | 58 | 62 |
| 11 | sophos.com | 53 | −25 | 56 | 40 | 58 | 68 |
| 12 | wiz.io | 52 | −25 | 68 | 40 | 58 | 52 |
| 13 | trellix.com | 52 | −25 | 68 | 40 | 58 | 50 |
| 14 | mandiant.com | 51 | 0 | 56 | 40 | 58 | 62 |
| 15 | fortinet.com | 49 | 0 | 56 | 40 | 58 | 50 |
Four errors caught in 33.2 seconds of parallel auditing. Each is reproducible, attributable to a named model, and the kind of error a procurement analyst would never second-guess.
"CrowdStrike was founded by George Kurtz, Dmitri Alperovitch, and Gregg Marston in 2011. The company is based in Sunnyvale, California."
Correct: Austin, Texas (since 2022). Four of five models answered correctly. OpenAI — the largest by user count — was three years stale.
"Rapid7 was co-founded by Alan Chhabra and Tas Giakouminakis."
Correct: Alan Matthews, Tas Giakouminakis, and Chad Loder. "Alan Chhabra" appears in zero Rapid7 filings. Gemini fabricated a founder for a NASDAQ-listed company.
"Snyk was founded by Guy Podjarny, Danny Gruss, and Assaf Hefetz."
Correct: Danny Grander. Daniel Gruss is a TU Graz academic (Spectre/Meltdown). Gemini pattern-matched "Danny" + "security research" and substituted the wrong person.
"Wiz.io was founded by Assaf Rappaport, Ami Luttwak, Yinon Costica, and Roy Mann."
Correct: Roy Reznik. Roy Mann co-founded monday.com — a completely unrelated company. DeepSeek swapped one Tel Aviv founder for another.
Download the full report (PDF)
10 pages. Complete scoreboard. All four fabrications with receipts. Methodology notes.
Download Report ↓Every score in this report was produced by the same AIPM API available at aipmsec.com. The audit is reproducible: POST your domain to the endpoint and get the same 5-model council, 4-dimension scoring, and structure signal analysis.
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