| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| GRC platforms | Security operations | 11% | 4 of 77 | 0% | 15 | accepted challenger |
| Third-party risk management | Security operations | 0% | 17 of 72 | 0% | 9 | under 10 labels · led by UpGuard at 53% |
| Compliance automation | Security operations | 0% | 31 of 54 | 20% | 5 | under 10 labels · led by Drata at 37% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 4 | 0 | 4 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 1 | 3 | 0 | 4 |
| Grok 4.1 Fast | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 0 | 3 |
| Llama 4 Maverick | 2 | 0 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 1 | 0 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 1 | 1 | 0 | 3 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“shortlist 3–4 from the compliance-automation/mid-market category (Vanta, Drata, Secureframe, LogicGate, and maybe RiskWatch or OneTrust if you have privacy demands)” DeepSeek V4 Flash · GRC · scale prompt · first choice
“For most mid-market B2B companies, LogicGate or ZenGRC are typically the best starting points” GLM 4.7 FlashX · GRC · direct prompt · first choice
“such as SimpleRisk, Hyperproof, or LogicGate. These platforms provide low-cost or open-source options” Llama 4 Maverick · GRC · budget prompt · first choice
“My Top Recommendation: LogicGate or AuditBoard... I'd recommend starting with LogicGate” MiniMax M2.5 · GRC · paraphrase 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.
“heavy-duty GRCs, though they lack the turn-key automation of Vanta/Drata” Gemini 3.5 Flash · Compliance automation · scale prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 61 of the 67 answers that named LogicGate and are not a share of its labels.
197 of the 197 domain citations in answers naming LogicGate came from somebody else's page.
Pages are listed as the models cited 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 LogicGate'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 LogicGate, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at logic.inc is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.