How do AI models rank Contract Management Software?
The public record of what ChatGPT, Claude, Gemini, and Perplexity recommend. Ranked across 19 brands, dated at every close.
Model APIIronclad holds #1 on consensus, at 68.
- ChatGPT—
- ClaudeIronclad
- GeminiIronclad
- PerplexitySirion
| Consensus rankAPI + Search: measured on the official model API with web search enabled | ChatGPT#1 Ironclad | Claude#1 Ironclad | Gemini#1 Ironclad | Perplexity#1 Sirion |
|---|---|---|---|---|
1 IroncladNo change from the last close 68 | Not named by ChatGPT | #1100No change from the last close | #1100No change from the last close | #372Down 2 from the last close |
2 LinkSquaresNew entry at the last close 50 | Not named by ChatGPT | #372New entry at the last close | #285New entry at the last close | #644New entry at the last close |
3 JuroNew entry at the last close 33 | Not named by ChatGPT | #738New entry at the last close | #832New entry at the last close | #461New entry at the last close |
4 IcertisNew entry at the last close 31 | Not named by ChatGPT | #461New entry at the last close | #461New entry at the last close | Not named by Perplexity |
5 ContractPodAiNew entry at the last close 26 | Not named by ChatGPT | #832New entry at the last close | #372New entry at the last close | Not named by Perplexity |
6 AgiloftDown 4 from the last close 26 | Not named by ChatGPT | #552Down 4 from the last close | #552Down 3 from the last close | Not named by Perplexity |
7 SirionNew entry at the last close 25 | Not named by ChatGPT | Not named by Claude | Not named by Gemini | #1100New entry at the last close |
8 SpotDraftNew entry at the last close 24 | Not named by ChatGPT | #644New entry at the last close | Not named by Gemini | #552New entry at the last close |
9 DocuSign CLMNew entry at the last close 21 | Not named by ChatGPT | #285New entry at the last close | Not named by Gemini | Not named by Perplexity |
10 LawVuNew entry at the last close 21 | Not named by ChatGPT | Not named by Claude | Not named by Gemini | #285New entry at the last close |
11 Conga CLMNew entry at the last close 16 | Not named by ChatGPT | #927New entry at the last close | #738New entry at the last close | Not named by Perplexity |
12 ConcordNew entry at the last close 11 | Not named by ChatGPT | Not named by Claude | #644New entry at the last close | Not named by Perplexity |
13 LexionNew entry at the last close 10 | Not named by ChatGPT | Not named by Claude | Not named by Gemini | #738New entry at the last close |
14 PramataNew entry at the last close 8 | Not named by ChatGPT | Not named by Claude | Not named by Gemini | #832New entry at the last close |
15 ContractSafeNew entry at the last close 7 | Not named by ChatGPT | Not named by Claude | Not named by Gemini | #927New entry at the last close |
16 SirionLabsNew entry at the last close 7 | Not named by ChatGPT | Not named by Claude | #927New entry at the last close | Not named by Perplexity |
17 ContractWorksNew entry at the last close 6 | Not named by ChatGPT | Not named by Claude | Not named by Gemini | #1023New entry at the last close |
18 EvisortNew entry at the last close 6 | Not named by ChatGPT | Not named by Claude | #1023New entry at the last close | Not named by Perplexity |
19 SummizeNew entry at the last close 6 | Not named by ChatGPT | #1023New entry at the last close | Not named by Gemini | Not named by Perplexity |
Understand the chart.
Full glossaryThe record so far.
Consensus rank · top 5| Brand | Jul 6, 2026 | Aug 10, 2026 |
|---|---|---|
| Ironclad | #1 | #1 |
| LinkSquares | not ranked | #2 |
| Juro | not ranked | #3 |
| Icertis | not ranked | #4 |
| ContractPodAi | not ranked | #5 |
The receipts.
Recorded 2026-08-10 · 4 model answersThe unedited answers this ranking is scored from. We record what each model said, word for word. Nothing summarized, nothing editorialized.
ChatGPT9 sources
ChatGPT · Recorded 2026-08-10
## My genuine ranking for in-house legal teams
There is no single CLM that is best for every legal department: the sensible choice depends chiefly on whether you prioritize legal-team adoption, global-enterprise complexity, post-signature obligations, or speed to launch. My default recommendation for most mid-market and enterprise legal teams is Ironclad; I would still run a structured proof of concept using your own templates, redlines, approval paths, legacy agreements, and Salesforce/ERP data before signing. Gartner’s current peer-review market shows a particularly strong field around Ironclad, Sirion, LinkSquares, Docusign, and Icertis.
1. Ironclad CLM — strongest overall recommendation for most in-house legal teams. It is the best default when legal operations needs an approachable, collaboration-led system for intake, workflows, negotiation, repository, and business-user self-service without starting with a procurement-centric platform; it currently has a 4.7/5 Gartner Peer Insights rating from 286 reviews.
2. Icertis Contract Intelligence — best for very large, global, highly governed enterprises. Choose it when contracts must connect deeply to enterprise systems and when buy-side, sell-side, compliance, obligations, and multi-jurisdiction governance outweigh the need for the lightest user experience; Gartner Peer Insights lists it at 4.7/5 from 203 reviews, and Icertis reported 92% customer willingness to recommend in its 2026 Gartner Peer Insights announcement.
3. LinkSquares CLM — best legal-centric option for mid-market teams that want strong contract intelligence. It is an excellent shortlist choice for legal departments that want a practical end-to-end CLM with contract analysis, playbooks, workflow automation, and accessible reporting, rather than an extensive enterprise-transformation program.
4. Sirion Agentic CLM — best for post-signature obligations, supplier performance, and complex portfolios. Put Sirion near the top if the commercial risk is what happens *after* signature—obligations, compliance, value leakage, and performance management—rather than simply accelerating NDAs and sales-paper review.
5. Agiloft CLM — best for unusually customized processes and teams that want no-code ownership. It is a strong fit when your approval logic, record types, intake requirements, or integrations do not fit standard CLM workflows and you have a capable legal-ops/admin team to configure and govern the platform.
6. Docusign CLM — best if Docusign and Salesforce are already strategic standards. It is the pragmatic choice for organizations that want contract generation, approval routing, AI-assisted review, central agreement management, and a close connection to eSignature and established CRM/procurement integrations.
7. Juro — best for fast-growing, digitally native companies that value business-user adoption. Juro is particularly compelling for legal teams that want AI-assisted review and redlining embedded in tools such as Word, Slack, Teams, CRM, and ATS systems, with a lower-friction operating model than legacy CLM.
8. Conga CLM — best for Salesforce-centered revenue operations and complex commercial contracting. Consider Conga when legal, sales, finance, and RevOps need a tightly connected, configurable enterprise platform—especially around high-volume commercial agreements, CPQ/CRM, and contract-to-revenue processes.
9. SpotDraft — best for lean legal teams seeking a modern AI-native CLM and a faster rollout. It belongs on the shortlist for legal departments that want robust workflows, native e-signature, review in Word or Slack, and practical contract analytics without beginning with a heavyweight global-enterprise implementation.
10. Workday Contract Intelligence, powered by Evisort AI — best as an AI contract-repository and intelligence layer. I would prioritize it when the immediate problem is making a large, scattered contract corpus searchable, structured, and analyzable with natural-language Q&A; for a net-new, full pre-signature CLM rollout, I would generally put the nine systems above ahead of it.
### Bottom line
- Pick Ironclad if you want the safest all-around recommendation for a legal-led CLM program. - Pick Icertis if you are a global enterprise with deep governance, integration, and post-signature requirements. - Pick LinkSquares, Juro, or SpotDraft if adoption speed and legal-team usability matter more than maximal enterprise complexity. - Pick Sirion if obligation and performance management is the core business case. - Pick Agiloft if your process is genuinely unusual and you want to configure rather than conform.
Do not buy based on an AI demo alone: require each finalist to process representative third-party paper, apply your actual playbook, prove its Word/Salesforce/ERP integrations, migrate a sample of legacy agreements, and show how legal can audit and override every AI-generated recommendation.
Clauderaw answer
Claude · Recorded 2026-08-10
Based on how in-house legal and legal-ops publications, buyer's guides, and reviewer aggregators (G2, LawNext, Conga, Sirion, Spellbook, LawVu, Hyperstart, etc.) consistently rank contract lifecycle management (CLM) tools, here's a ranked recommendation. The 'best' choice really depends on your team's size, contract volume, and budget, but this order reflects overall strength, breadth of legal-specific functionality, and market consensus:
1. Ironclad – The most consistently top-ranked CLM for legal teams thanks to its no-code workflow builder, strong AI-assisted redlining (Jurist), and scalability for mid-market to enterprise legal ops. 2. DocuSign CLM – A natural fit if you're already in the DocuSign ecosystem, offering solid end-to-end contract creation, AI-flagged compliance issues, and a mature e-signature backbone, though it can be complex to implement. 3. LinkSquares – Excellent for legal teams that want strong post-signature analytics, AI-driven contract insights, and reduced reliance on outside counsel. 4. Icertis – The go-to for large global enterprises with high-volume, multi-jurisdictional contract portfolios and deep ERP (especially SAP) integration needs. 5. Agiloft – Extremely configurable for legal teams with unique or complex workflows, but expect a longer implementation timeline and likely need for an implementation partner. 6. SpotDraft – A strong middle-ground pick for fast-growing companies with lean (1-5 person) legal teams that need more than basic tools but don't need enterprise complexity. 7. Juro – Best if your primary pain point is contract execution and negotiation speed (browser-native, no Word required) rather than full lifecycle/renewal management. 8. ContractPodAi – A legal-heavy CLM well suited for mid-to-large companies wanting deep workflow customization without needing engineering support. 9. Conga CLM – Strong choice for legal teams that are heavily integrated with Salesforce and need contracts tied closely to sales/revenue operations. 10. Summize – Good option if user adoption is your biggest hurdle, since it embeds CLM functionality directly into Microsoft Word, Teams, Outlook, and Slack rather than requiring a separate platform.
A quick buyer's note: for small-to-mid legal teams prioritizing ease of adoption, SpotDraft, Juro, or Summize tend to be less painful to roll out; for larger enterprises with complex, high-volume needs, Ironclad, Icertis, or Agiloft are the more common long-term investments.
Geminiraw answer
Gemini · Recorded 2026-08-10
1. Ironclad: Highly customizable workflow automation and preferred by modern legal teams for its user-friendly interface. 2. LinkSquares: Excellent AI-driven analytics for pre-signature drafting and post-signature repository management. 3. ContractPodAi: Built on advanced AI, offering robust end-to-end lifecycle management specifically tailored for in-house counsel. 4. Icertis: Enterprise-grade scalability with deep integrations into ERP and CRM systems for complex global operations. 5. Agiloft: Unmatched flexibility and highly configurable no-code platform for teams needing bespoke contract workflows. 6. Concord: Affordable and intuitive, making it a great choice for mid-sized legal teams needing quick deployment. 7. Conga CLM: Seamlessly integrates with Salesforce, making it ideal for legal teams working closely with sales departments. 8. Juro: A browser-native contract automation platform that excels in handling high volumes of routine contracts. 9. SirionLabs: Advanced AI capabilities for tracking vendor performance and compliance alongside contract management. 10. Evisort: Strong focus on AI-powered contract analytics and data extraction for migrating and managing legacy contracts.
Perplexity10 sources
Perplexity · Recorded 2026-08-10
1. Sirion — The strongest overall recommendation because it is positioned as an end-to-end, AI-native CLM for legal teams that want full contract lifecycle governance rather than just storage or basic workflow.[1] 2. LawVu — A very strong choice for small to mid-sized legal teams because it is built as a LegalOS that connects legal work, knowledge, data, and AI-powered workflows in one system.[10] 3. Ironclad — Best for teams that need deep workflow automation and have the implementation resources to support a more configurable enterprise platform.[10] 4. Juro — A strong mid-market option for legal teams that want collaboration-friendly contract management software with a lighter operational footprint.[3] 5. SpotDraft — Frequently recommended for legal ops automation and a solid fit when a team wants a modern CLM without going all the way to heavy enterprise complexity.[6][7] 6. LinkSquares — A credible option for legal teams that want AI-assisted contract management and are comparing broadly recognized CLM vendors in the legal market.[6] 7. Lexion — Worth considering for teams that want a modern CLM with strong usability and are evaluating community-recommended legal-focused tools.[6] 8. Pramata — A practical pick for legal departments that need structured contract lifecycle management and want a vendor commonly grouped among top legal-team CLM options.[6] 9. ContractSafe — Best if your priority is fast adoption, unlimited users, and strong search/review capabilities, but it is less suited to the most complex enterprise workflows.[8] 10. ContractWorks — A simpler lower-complexity option for teams that mainly need contract storage and renewal reminders rather than a full-scale CLM program.[10]
How this ranking is measured620 queries · 4 models · updated aug 10, 2026Live data
This is the public record for Contract Management Software: the same questions, every model, every close. We ask each model the real questions buyers ask in this category and record which brands it recommends and in what order. A brand recommended at position i scores 100 × 0.85^(i−1) for that model (#1 = 100, #2 = 85, #3 = 72, …); unmentioned brands score 0.
Each model is ranked independently, so the columns disagree when the models disagree. The consensus score is the mean across the 4 models recorded at this close, and movement compares against the previous close.
We report what the models say. We don’t editorialize, and brands can’t pay to change their position.
This ranking is live: the numbers come from recorded model answers captured through the official model APIs, scored with the published formula above. The raw answers are on this page under “The receipts.”
- What we measure
- We measure on the official model APIs: the same question, the same settings, the same week, for every brand. Web search is on, so the models can draw on what is live on the web. Nothing is personalized to a user, which is what makes the columns comparable.
- What we don’t
- The consumer apps are a different surface. What a person sees inside a chat app can carry memory, personalization, and live experiments on top of the same model, so its answers can differ from the API’s. We do not measure that surface yet. True browser listings, recorded from the consumer apps, arrive with WDIR Ranked, the Pro product. WDIR Ranked · Coming soon
Updated Aug 10, 2026 · week of 2026-08-10
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