# CobbleStone Software: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/cobblestone-software

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Contract lifecycle management and e-signature](https://www.gane.ai/index/gtm/revops/contract-lifecycle-management-and-e-signature/index.md) | 0% | 28 | 20% | 5 |

## What the models said for it

- "More affordable, user-friendly options for simpler needs" (Grok 4.20, CLM)

## And against it

- "First-generation platforms (like traditional Agiloft, CobbleStone, and older enterprise tools) ... configuration meant custom code" (DeepSeek V4 Flash, CLM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named CobbleStone Software, from 7 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- bindlegal.com: 3
- cobblestonesoftware.com: 3 (its own site)
- contracko.com: 3
- forrester.com: 3
- g2.com: 3
- agiloft.com: 2
- aline.co: 2
- cio.economictimes.indiatimes.com: 2
- ciopages.com: 2
- docusign.com: 2

### Pages cited

- https://cobblestonesoftware.com/hubfs/Hackett%202024%20Report/The%20Hackett%20Group%20CLM%20Digital%20World%20Class%20Matrix%20-%20Licensed%20by%20CobbleStone.pdf: 3
- https://contracko.com/clm-reviews: 3
- https://aline.co/post/enterprise-clm-software: 2
- https://bindlegal.com/resources/guides/clm-market-report-gartner-forrester: 2
- https://ciopages.com/buyer-guides/contract-lifecycle-management: 2
- https://financesonline.com/c/contract-lifecycle-management-software: 2
- https://forrester.com/report/the-contract-lifecycle-management-platforms-landscape-q3-2024/RES181426: 2
- https://gartner.com/en/documents/7159730: 2

## What it publishes

Every page cobblestonesoftware.com exposes, read 2026-10-05: 1385 addresses. By kind, pages and the last 90 days:

- blog: 751 pages, 18 in the last 90 days, latest 2026-09-29
- case study: 6 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 47 pages, 0 in the last 90 days, latest 2025-10-31
- conference or event: 184 pages, 16 in the last 90 days, latest 2026-10-01
- report or ebook: 4 pages, 0 in the last 90 days, latest 2025-05-09
- comparison: 6 pages, 1 in the last 90 days, latest 2026-09-08
- template or tool: 4 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 27 pages, 3 in the last 90 days, latest 2026-09-14
- podcast or video: 2 pages, 0 in the last 90 days, latest 2025-09-16
- news or press: 276 pages, 0 in the last 90 days, latest 2026-01-30
- Recent: 2026-10-01 conference or event: Naep south region 2026 https://www.cobblestonesoftware.com/events/naep-south-region-2026
- Recent: 2026-09-29 blog: Caa 2026 healthcare pharma contract compliance https://www.cobblestonesoftware.com/blog/caa-2026-healthcare-pharma-contract-compliance
- Recent: 2026-09-23 conference or event: Clm ai agents a collective digital workforce for legal teams https://www.cobblestonesoftware.com/events/clm-ai-agents-a-collective-digital-workforce-for-legal-teams
- Recent: 2026-09-22 blog: Far 2 0 federal contractors guide https://www.cobblestonesoftware.com/blog/far-2-0-federal-contractors-guide
- Recent: 2026-09-14 glossary or explainer: What is a hold harmless agreement https://www.cobblestonesoftware.com/blog/what-is-a-hold-harmless-agreement
- Recent: 2026-09-11 blog: Contract meaning https://www.cobblestonesoftware.com/blog/contract-meaning

## Record

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