| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| GRC platforms | Security operations | 0% | 74 of 75 | 57% | 42 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Business continuity management | Security operations | 0% | 88 of 114 | 50% | 8 | under 10 labels · led by LogicManager at 24% | |
| Compliance automation | Security operations | 0% | 67 of 67 | 67% | 6 | 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. |
| Breach and attack simulation | Security operations | 0% | 72 of 74 | 100% | 1 | under 10 labels · led by Cymulate at 24% | |
| Cyber risk quantification | Security operations | 0% | 103 of 116 | 0% | 1 | under 10 labels · led by CyberSaint CyberStrong at 25% | |
| Third-party risk management | Security operations | 0% | 80 of 87 | 100% | 1 | 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. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| GRC | 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 74 of 75, unchanged |
| Business continuity | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 88 of 114, 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 31 → 67 of 67 |
| BAS | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 72 of 74, unchanged |
| Cyber risk quant | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 103 of 116, unchanged |
| 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 71 → 80 of 87 |
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 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 1 | 1 | 1 | 2 | 5 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 7 | 8 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.20 | 0 | 1 | 1 | 4 | 6 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 2 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 9 | 11 |
| Kimi K2 | 0 | 1 | 0 | 4 | 5 |
| GLM 4.7 FlashX | 1 | 1 | 1 | 1 | 4 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 0 | 2 | 1 | 3 |
Verbatim evidence the judge attached to positive labels.
“ServiceNow and Fusion Risk Management are top choices.” GLM 4.7 FlashX · Business continuity · comparative prompt · first choice
“Best overall enterprise workflow platform: ServiceNow” GPT-5.4 mini · GRC · comparative prompt · first choice
“If your organization already uses ServiceNow or plans to implement it, ServiceNow GRC would provide the most seamless integration” GLM 4.7 FlashX · Business continuity · paraphrase prompt · alternative
“Suitable for organizations already on the ServiceNow platform, moderate complexity, and mid-to-large enterprises.” Llama 4 Maverick · GRC · paraphrase 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.
“Group B: Traditional/Enterprise GRC (Avoid for now) *Examples:* ServiceNow, OneTrust, RSA Archer.” Qwen 3.7 Flash · GRC · scale prompt · hard negative
“licensed as expensive add-on; customization requires platform expertise; can feel bloated” Kimi K2 · GRC · negative prompt · hard negative
“"I get more complaints on ServiceNow for GRC than any other solution"” GLM 4.7 FlashX · GRC · negative prompt · hard negative
“Legacy GRC Systems (e.g., Archer, ServiceNow GRC, Diligent) for SMBs” Gemini 3.5 Flash · Compliance automation · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 190 of the 213 answers that named ServiceNow Integrated Risk Management and are not a share of its labels.
547 of the 547 domain citations in answers naming ServiceNow Integrated Risk Management 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.
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.
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 ServiceNow Integrated Risk Management'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 ServiceNow Integrated Risk Management, 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 ServiceNow Integrated Risk Management by email, built from the raw record of the edition. It shows: