| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| GRC platforms | Security operations | 2% | 11 of 75 | 14% | 28 | accepted challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Compliance automation | Security operations | 0% | 17 of 67 | 33% | 9 | under 10 labels · led by Drata at 34% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Third-party risk management | Security operations | 0% | 73 of 87 | 50% | 2 | under 10 labels · led by UpGuard at 55% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Cyber risk quantification | Security operations | 0% | 40 of 116 | 0% | 1 | under 10 labels · led by CyberSaint CyberStrong at 25% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| GRC | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 11 of 75, unchanged |
| Compliance automation | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 18 → 17 of 67 |
| TPRM | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 22 → 73 of 87 |
| Cyber risk quant | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 40 of 116, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 3 | 2 | 1 | 6 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 2 | 0 | 3 |
| Grok 4.20 | 1 | 2 | 0 | 2 | 5 |
| Mistral Small | 1 | 2 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 2 | 6 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 1 | 4 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“ZenGRC and AuditBoard are top choices due to their balance of usability, scalability, and feature depth.” Mistral Small · GRC · direct prompt · first choice
“Favor leaders like Optro/AuditBoard (G2 4.6/5, 1,500+ reviews, Fortune 500 trust)” Grok 4.20 · GRC · negative prompt · first choice
“include Vanta, Drata, and AuditBoard. It is also suggested that a compliance automation platform with GRC features may be a better fit for most mid-market buyers than a full enterprise GRC suite.” Llama 4 Maverick · GRC · scale prompt · alternative
“For larger enterprises with complex, multi-framework needs, AuditBoard or OneTrust provide the most comprehensive solutions.” GLM 4.7 FlashX · Compliance automation · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid enterprise tools like ServiceNow or AuditBoard (six figures)” Grok 4.20 · GRC · budget prompt · hard negative
“rather than a quote‑only, enterprise‑focused tool (Vanta, Drata, AuditBoard) that may lock you into higher pricing later” GLM 4.7 FlashX · Compliance automation · budget prompt · soft negative
“*Examples:* Diligent, AuditBoard (sometimes fits here). ... Often clunkier than Group A” Qwen 3.7 Flash · GRC · scale prompt · soft negative
“good platforms, but typically positioned for larger programs and higher price points” GPT-5.4 mini · GRC · budget prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 99 of the 108 answers that named AuditBoard and are not a share of its labels.
290 of the 290 domain citations in answers naming AuditBoard came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,222 | undated | GRC, TPRM | ||
| Webinar or virtual event | 292 | undated | GRC, TPRM | ||
| Report or ebook | 84 | 9 | 2026-09-25 | GRC, TPRM | |
| Case study | 79 | undated | |||
| Template or tool | 26 | undated | GRC | ||
| Glossary or explainer | 20 | undated | |||
| Comparison | 13 | undated | |||
| Conference or event | 8 | undated | GRC | ||
| Podcast or video | 2 | undated |
As the event pages on auditboard.com state them, read September 28, 2026.
Every page auditboard.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What AuditBoard's own pages state, read September 28, 2026: auditboard.com, trust.auditboard.com. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when AuditBoard's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as AuditBoard, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for AuditBoard by email, built from the raw record of the edition. It shows: