# ContractZen vs Commenda: which do AI models recommend for entity management, October 2026

Finance AI Recommendation Index, October 2026 Edition, Entity management. One of fourteen models named ContractZen first on the direct prompt; two named Commenda. Page: https://finance-ai-index.com/corporate/entity-management/contractzen-vs-commenda/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ContractZen | 8% | #2 of 11 | 9% | 11 | 9 of 14 |
| Commenda | 4% | #6 of 11 | 5% | 19 | 11 of 14 |

## The direct prompt, model by model

- Llama 4 Maverick: both first (first choices: Commenda, ContractZen) (alternatives: NEWTON)
- Claude Haiku 4.5: commenda first (first choices: Athennian, Commenda) (alternatives: Klea)
- Gemini 3.5 Flash: neither first, one named (first choices: Athennian) (alternatives: ContractZen, Diliforce, EntityKeeper, MinuteBox)
- Perplexity Sonar: neither first, one named (first choices: Diligent Entities) (alternatives: Commenda, GateWay Entities)
- Grok 4.1 Fast: neither first, one named (first choices: Athennian) (alternatives: Commenda, EntityKeeper, Filejet)
- Mistral Small: neither first, one named (first choices: Athennian, Filejet) (alternatives: Commenda, Diligent Entities, Discern)
- DeepSeek V4 Flash: neither first, one named (first choices: Athennian) (alternatives: Commenda, EntityKeeper, Filejet)
- Muse Glimmer 30B: neither first, one named (first choices: Athennian) (alternatives: CSC Entity Management, CT Corporation Entity Management, Commenda, Discern)
- GPT-5.4 mini: neither named (first choices: Diligent Entities) (alternatives: Athennian, CSC Entity Management)
- Qwen 3.7 Flash: neither named (first choices: Legally) (alternatives: Diligent Boards, Docuum, Onspring)
- Kimi K2: neither named (first choices: Athennian) (alternatives: Filejet, NEWTON)
- GLM 4.7 FlashX: neither named (first choices: Athennian) (alternatives: Diligent Entities, EntityKeeper, Filejet)
- MiniMax M2.5: neither named (first choices: Athennian, Diligent Entities) (alternatives: Eqvista, Harbor Compliance)
- GPT-6 Luna: neither named (first choices: Athennian) (alternatives: CSC Entity Management, EntityKeeper)

## What the models said about ContractZen

- "has a 30-day free trial, but the result frames it more around built-in meeting management than low-cost entity management specifically" (Perplexity Sonar, budget prompt, soft negative)
- "ContractZen if you need a broader entity management focus with board, contract, and document workflow in one platform" (Perplexity Sonar, paraphrase prompt, first choice)
- "Best All-In-One Budget Option ... ContractZen is one of the most cost-effective governance systems on the market" (Gemini 3.5 Flash, budget prompt, first choice)
- "such as Commenda or ContractZen. These software solutions are designed for mid-market organizations and SMBs" (Llama 4 Maverick, direct prompt, first choice)

## What the models said about Commenda

- "Reported issues include: Complex interface causing confusion - Tax glitches and exemption problems" (Kimi K2, negative prompt, hard negative)
- "such as Commenda or ContractZen... Commenda - designed for mid-market companies with 5-30 entities across 8+ countries." (Llama 4 Maverick, direct prompt, first choice)
- "For most mid-market companies, Commenda and Athennian are frequently cited as top choices." (Claude Haiku 4.5, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.