| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Contract lifecycle management and e-signature | Revenue operations | 0% | 17 of 65 | 30% | 23 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 2 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 1 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 3 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“The AI-First Enterprise Leader... Sirion is a perennial Gartner Magic Quadrant Leader known for having some of the deepest AI capabilities in the industry.” Gemini 3.5 Flash · CLM · comparative prompt · first choice
“An AI-native Contract Lifecycle Management platform purpose-built for enterprises... Recognized as a Magic Quadrant Leader for the fourth consecutive year” Claude Haiku 4.5 · CLM · comparative prompt · first choice
“Deepest post-signature obligation management; AI extracts 1,200+ fields across 100+ languages” Kimi K2 · CLM · comparative prompt · first choice
“Ranked #1 in all Gartner use cases (Pre-sign, Post-sign, Analytics)” Qwen 3.7 Flash · CLM · 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.
“you do not need—and should actively avoid—heavy enterprise-grade CLM systems (like Icertis or Sirion)” Gemini 3.5 Flash · CLM · scale prompt · hard negative
“Verdict: Approach with caution if you need quick adoption, modern UI, and straightforward integrations.” GLM 4.7 FlashX · CLM · negative prompt · soft negative
“but 6–12 month implementations ... you likely don't need the full enterprise implementations” DeepSeek V4 Flash · CLM · scale prompt · soft negative
“Enterprise-grade CLMs (like Icertis, Sirion, or Agiloft) are often too expensive” Gemini 3.5 Flash · CLM · direct 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 8 of the 61 answers that named Sirion and are not a share of its labels.
Thirty-three of the thirty-seven domain citations in answers naming Sirion 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 Sirion'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 Sirion, 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 sirion.ai 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.