| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Internal controls and SOX | Tax and compliance | 12% | 2 of 90 | 24% | 33 | accepted challenger | ▼−4Since September 2026: 18% → 13%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Internal controls | 18% | 13% | ▼−4Since September 2026: 18% → 13%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 → 2 of 90 |
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 10 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 | 1 | 0 | 1 | 0 | 2 |
| GPT-5.4 mini | 1 | 1 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 2 | 0 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 1 | 1 | 1 | 0 | 3 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 1 | 4 |
| Kimi K2 | 0 | 1 | 1 | 2 | 4 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 2 | 0 | 1 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Highly popular for mid-market and scaling pre-IPO/public companies. It is purpose-built for audit, incredibly user-friendly for control owners, and loved by external auditors.” Gemini 3.5 Flash · Internal controls · scale prompt · first choice
“Choose AuditBoard if your internal auditors are tired of spreadsheets and need a user-friendly tool to test controls.” DeepSeek V4 Flash · Internal controls · comparative prompt · first choice
“the undisputed gold standard for mid-market to enterprise teams managing internal audit, SOX compliance, and risk” Gemini 3.5 Flash · Internal controls · paraphrase prompt · first choice
“offers pre-built templates specifically for Sarbanes-Oxley (SOX) readiness, making it popular for CFOs” Qwen 3.7 Flash · Internal controls · comparative prompt · first choice
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.
“What to Avoid on a Budget - AuditBoard/Optro \u2014 custom pricing, typically enterprise-level” DeepSeek V4 Flash · Internal controls · budget prompt · hard negative
“What I'd Avoid for a Mid-Sized B2B Company ... often overkill for mid-market companies” Kimi K2 · Internal controls · paraphrase prompt · hard negative
“AuditBoard and Workiva are excellent, but their public materials and category positioning are much more enterprise-oriented” GPT-5.4 mini · Internal controls · budget prompt · soft negative
“expensive suites like AuditBoard/Optro or Workiva may be overkill before you've established basic IT general controls” Kimi K2 · Internal controls · negative 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 94 of the 104 answers that named AuditBoard and are not a share of its labels.
309 of the 309 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 | |||
| Webinar or virtual event | 292 | undated | |||
| Report or ebook | 84 | 9 | 2026-09-25 | ||
| Case study | 79 | undated | |||
| Template or tool | 26 | undated | |||
| Glossary or explainer | 20 | undated | |||
| Comparison | 13 | undated | |||
| Conference or event | 8 | undated | |||
| 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:
AuditBoard is among the products AI models recommend first in Internal controls and SOX this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.