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

Gane Index, October 2026 Edition. Asked as "contract lifecycle management platform" and as "e-signature and contract management tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/gtm/revops/contract-lifecycle-management-and-e-signature/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/revops/contract-lifecycle-management-and-e-signature/index.md

**Standing:** PandaDoc leads with 23% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [PandaDoc](https://www.gane.ai/index/gtm/vendors/pandadoc/index.md) | 23% | 6% | 35 |
| 2 | [Concord](https://www.gane.ai/index/gtm/vendors/concord/index.md) | 19% | 3% | 35 |
| 3 | [Juro](https://www.gane.ai/index/gtm/vendors/juro/index.md) | 17% | 3% | 33 |
| 4 | [Ironclad](https://www.gane.ai/index/gtm/vendors/ironclad/index.md) | 15% | 20% | 59 |
| 5 | [Zoho Contracts](https://www.gane.ai/index/gtm/vendors/zoho-contracts/index.md) | 8% | 8% | 12 |
| 6 | [DocuSign CLM](https://www.gane.ai/index/gtm/vendors/docusign-clm/index.md) | 4% | 32% | 38 |
| 7 | [DocuSign](https://www.gane.ai/index/gtm/vendors/docusign/index.md) | 2% | 7% | 15 |
| 8 | [Conga CLM](https://www.gane.ai/index/gtm/vendors/conga-clm/index.md) | 2% | 30% | 33 |
| 11 | [ContractWorks](https://www.gane.ai/index/gtm/vendors/contractworks/index.md) | 2% | 20% | 10 |
| 14 | [LinkSquares](https://www.gane.ai/index/gtm/vendors/linksquares/index.md) | 0% | 0% | 25 |
| 15 | [SpotDraft](https://www.gane.ai/index/gtm/vendors/spotdraft/index.md) | 0% | 6% | 16 |
| 16 | [ContractSafe](https://www.gane.ai/index/gtm/vendors/contractsafe/index.md) | 0% | 7% | 14 |

Rank is by share of first choices among all 62 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: Concord; alternatives Ironclad, LinkSquares
- GPT-5.4 mini: Ironclad; alternatives Conga CLM, DocuSign CLM
- Gemini 3.5 Flash: Ironclad; alternatives Gatekeeper, Juro, LinkSquares
- Perplexity Sonar: Juro; alternatives Ironclad, Oneflow
- Grok 4.20: Ironclad; alternatives Concord, Juro
- Mistral Small: Concord; alternatives Conga CLM, Ironclad
- DeepSeek V4 Flash: Juro; alternatives Concord, DocuSign CLM, LinkSquares, PandaDoc
- Llama 4 Maverick: Juro; alternatives Conga CLM, Oneflow
- Qwen 3.7 Flash: Juro; alternatives Ironclad, PandaDoc
- Kimi K2: DocuSign CLM; alternatives Concord, Ironclad, LinkSquares
- GLM 4.7 FlashX: Juro; alternatives Concord, PandaDoc
- MiniMax M2.5: Concord, Ironclad, Juro; alternatives DocuSign CLM, PandaDoc
- GPT-6 Luna: Juro; alternatives Ironclad, LinkSquares, SpotDraft
- Muse Glimmer 30B: Ironclad; alternatives Agiloft Contract Management Suite, Concord

## Sources the answers cite

77 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- conga.com: 42 answers, 44 citations
- bindlegal.com: 39 answers, 91 citations
- learn.g2.com: 34 answers, 36 citations
- g2.com: 29 answers, 57 citations
- oneflow.com: 29 answers, 35 citations
- ironcladapp.com: 29 answers, 34 citations
- larksuite.com: 26 answers, 26 citations
- sirion.ai: 22 answers, 33 citations

Pages named in the most answers:

- https://conga.com/resources/blog/contract-management-tools (40 answers)
- https://learn.g2.com/best-clm-software (30 answers)
- https://oneflow.com/blog/contract-lifecycle-management-software (26 answers)
- https://bindlegal.com/resources/best-software/best-clm-tools (25 answers)
- https://larksuite.com/en_us/blog/contract-lifecycle-management-software (24 answers)
- https://ironcladapp.com/journal/contract-management/best-contract-management-tools (23 answers)
- https://zylo.com/blog/best-contract-management-software (22 answers)
- https://guideflow.com/blog/best-contract-lifecycle-management-software (17 answers)
- https://quickbase.com/blog/best-contract-lifecycle-management-software (17 answers)
- https://pandadoc.com/blog/best-contract-management-software (16 answers)

## Warned against

- DocuSign CLM: 12 of 38 labels negative. "A well-known name, but with notable recurring complaints... The biggest cautions are around Conga CLM and DocuSign CLM" (DeepSeek V4 Flash, negative prompt)
- Conga CLM: 10 of 33 labels negative. "Customer reviews show high levels of dissatisfaction with feature usability, interface design and overall scalability" (Claude Haiku 4.5, negative prompt)
- Ironclad: 12 of 59 labels negative. "Avoid vendors like Ironclad, Agiloft, Icertis, and ContractPodAI if budget predictability matters" (Kimi K2, budget prompt)
- Icertis Contract Intelligence: 10 of 24 labels negative. "Implementation is lengthy and demanding... dramatically overkill for organizations under 500 employees." (Claude Haiku 4.5, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: PandaDoc at 25%.

- Concord: 6% to 18%, +12. Cleared the floor by 1 point · rank 5 → 2 of 60.
- SpotDraft: 6% to 0%, −6. Inside the floor by 5 points · rank 6 → 14 of 60.
- Zoho Contracts: 12% to 7%, −5. Inside the floor by 6 points · rank 4 → 5 of 60.
- LinkSquares: 4% to 0%, −4. Inside the floor by 7 points · rank 7 → 13 of 60.
- GetAccept: 4% to 0%, −4. Inside the floor by 7 points · rank 8 → 19 of 60.
- DocuSign CLM: 2% to 5%, +3. Inside the floor by 8 points · rank 15 → 6 of 60.
- Juro: 16% to 18%, +2. Inside the floor by 9 points · rank 2 → 3 of 60.
- Ironclad: 12% to 14%, +2. Inside the floor by 9 points · rank 3 → 4 of 60.
- Conga CLM: 0% to 2%, +2. Inside the floor by 9 points · rank 20 → 7 of 60.
- ContractWorks: 4% to 2%, −2. Inside the floor by 9 points · rank 9 → 10 of 60.
- ContractSafe: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 15 of 60.
- Malbek: 2% to 0%, −2. Inside the floor by 9 points · rank 14 → 42 of 60.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/gtm.