# Contract lifecycle management and e-signature: what AI models recommend, September 2026

GTM AI Recommendation Index, September 2026 Edition. Asked as "contract lifecycle management platform" and as "e-signature and contract management tool", six framings each, to twelve models with search on, on behalf of a mid-market B2B company. Page: https://gtm-ai-index.com/revops/contract-lifecycle-management-and-e-signature/

**Standing:** PandaDoc leads with 25% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | PandaDoc | 25% | 6% | 32 |
| 2 | Juro | 16% | 6% | 31 |
| 3 | Ironclad | 12% | 31% | 48 |
| 4 | Concord | 6% | 0% | 19 |
| 5 | SpotDraft | 6% | 11% | 19 |
| 6 | LinkSquares | 4% | 7% | 30 |
| 7 | GetAccept | 4% | 0% | 13 |
| 8 | ContractWorks | 4% | 9% | 11 |
| 9 | ContractSafe | 2% | 8% | 12 |
| 10 | DocuSign | 2% | 14% | 14 |
| 11 | Malbek | 2% | 17% | 12 |
| 12 | DocuSign CLM | 2% | 44% | 32 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Ironclad; alternatives Juro, LinkSquares, SpotDraft
- GPT-5.4 mini: Ironclad; alternatives Conga CLM, DocuSign CLM
- Gemini 3.5 Flash: Ironclad, Juro; alternatives Gatekeeper, LinkSquares, SpotDraft, Stackpack
- Perplexity Sonar: Juro; alternatives Ironclad, LinkSquares, SpotDraft
- Grok 4.1 Fast: Ironclad, Juro; alternatives Concord, DocuSign CLM, LinkSquares, SpotDraft
- Mistral Small: LinkSquares; alternatives DealHub, Ironclad, Juro
- DeepSeek V4 Flash: Juro; alternatives Concord, Conga CLM, DocuSign CLM, Ironclad
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Malbek; alternatives Conga CLM, Gatekeeper, Ironclad, Zoho Contracts
- Kimi K2: Juro, SpotDraft; alternatives Bind, Concord, Ironclad, PandaDoc
- GLM 4.7 FlashX: Concord, Juro; alternatives Agiloft, Ironclad
- MiniMax M2.5: LinkSquares; alternatives Contractbook, Ironclad

## Sources the answers cite

22 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- gartner.com: 8 answers, 11 citations
- sirion.ai: 7 answers, 9 citations
- ironcladapp.com: 6 answers, 6 citations
- summize.com: 6 answers, 6 citations
- docusign.com: 5 answers, 10 citations
- contractsafe.com: 5 answers, 6 citations
- getaccept.com: 5 answers, 6 citations
- conga.com: 5 answers, 5 citations

Pages named in the most answers:

- https://gartner.com/reviews/market/contract-life-cycle-management (7 answers)
- https://getaccept.com/blog/best-contract-management-software (5 answers)
- https://sirion.ai/library/clm-platform/contract-management-software (5 answers)
- https://bindlegal.com/resources/best-software/best-clm-tools (4 answers)
- https://conga.com/resources/blog/contract-management-tools (4 answers)
- https://ironcladapp.com/journal/contract-management/best-contract-management-tools (4 answers)
- https://juro.com/learn/clm-contract-lifecycle-management-software (4 answers)
- https://learn.g2.com/best-clm-software (4 answers)
- https://summize.com/clm-hub/best-clm-software (4 answers)
- https://whatfix.com/blog/clm-software (4 answers)

## Warned against

- Ironclad: 15 of 48 labels negative. "Avoid enterprise platforms (Ironclad, DocuSign CLM) - typically start at $20,000-50,000/year" (Mistral Small, budget prompt)
- DocuSign CLM: 14 of 32 labels negative. "Avoid DocuSign CLM and Conga CLM due to their consistent pattern of user complaints around cost, complexity, and support." (Mistral Small, negative prompt)
- Conga CLM: 10 of 28 labels negative. "Customer reviews show high levels of dissatisfaction with feature usability, interface design, and overall scalability." (Claude Haiku 4.5, negative prompt)
- Icertis: 15 of 27 labels negative. "Icertis consistently ranks at or near the top of the "approach with caution" list... Who should avoid: Any organization under ~500 employees" (DeepSeek V4 Flash, negative prompt)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.