Contract lifecycle management and e-signature · RankedSirion
Sirion is contract lifecycle management software for enterprise contracting teams · sirion.ai ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
PandaDoc is first at 51%.
PandaDoc is first at 29%. 0 of 14 models made it the first choice when asked directly.
Icertis Contract Intelligence is first at 22%.
Why models recommend it
“Large global enterprise with complex multi-entity contracting → Icertis or Sirion”DeepSeek V4 Flash · Comparative question · first choice
“For AI‑first enterprises: Sirion, Aline, Icertis.”GLM 4.7 FlashX · Comparative question · first choice
“Choose Sirion if your primary pain point is supplier compliance, SLA tracking, and avoiding revenue leakage”Gemini 3.5 Flash · Comparative question · alternative
“Sirion is best for AI-driven contract performance and obligation management”Claude Haiku 4.5 · Comparative question · alternative
What gives them pause
“Avoid enterprise-focused platforms like Icertis or Sirion unless you have complex global requirements”Kimi K2 · Direct question · warning
“Sirion and ContractWorks are currently flagged as platforms to be cautious about, with Sirion showing a notable decline in user preference”Mistral Small · Negative question · warning
“Mixed on AI accuracy for clause extraction/deviation detection in real-world messy contracts; implementation can be heavier than marketed”Grok 4.20 · Negative question · warning
“Heavy enterprise tools (like Icertis or Sirion) often require 6–12 months of deployment and dedicated system administrators”Gemini 3.5 Flash · Direct question · warning
Also on the shortlist
The products named in the same answers as Sirion, over the 66 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 60 | 19 | View → | |
| 59 | 16 | View → | |
| 58 | 3 | View → | |
| 45 | 2 | View → | |
| 42 | 0 | View → | |
| 24 | 3 | View → | |
| 22 | 0 | View → | |
| 19 | 0 | View → | |
| 18 | 1 | View → | |
| 16 | 0 | View → |
What the models named instead of Sirion →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Sirion's own site, not checked by Gane.
- For
- Enterprise Contracting
- Certifications
- ISO 27001, SOC 2, SOC 1
- Hosting
- AWS, Azure, Oracle, IBM
- Customers named
- RBI, Vodafone, GTAA, Raiffeisen Bank International, Orolabs.ai, Evolve CLM
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 66 of the 66 answers that named Sirion and are not a share of its labels.
Domains cited
173 of the 193 domain citations in answers naming Sirion came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 2 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 2 | 0 | 2 | 4 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Comparison | 83 | undated | |||
| Webinar or virtual event | 47 | undated | |||
| Report or ebook | 45 | undated | |||
| News or press | 24 | undated | |||
| Glossary or explainer | 18 | undated | |||
| Case study | 17 | undated | |||
| Template or tool | 8 | undated | |||
| Blog | 7 | undated | |||
| Conference or event | 1 | undated |
How it is countedHide how it is counted
Every page sirion.ai 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.