| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Contract lifecycle management and e-signature | Revenue operations | 12% | 4 of 65 | 0% | 9 | under 10 labels · led by PandaDoc at 25% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 1 | 0 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Best Overall Value ... For a limited budget, Zoho Contracts or ContractSafe are typically the best choices” MiniMax M2.5 · CLM · budget prompt · first choice
“Best Overall for Small Teams: Zoho Contracts ... the most accessible end-to-end option on the market” Gemini 3.5 Flash · CLM · budget prompt · first choice
“My recommendation: Start with Zoho Contracts (free tier) or PandaDoc Starter ($19/user)” Kimi K2 · CLM · budget prompt · first choice
“Zoho Contracts is widely considered the best overall value in 2026” Qwen 3.7 Flash · CLM · budget prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 4 of the 25 answers that named Zoho Contracts and are not a share of its labels.
Thirty of the thirty domain citations in answers naming Zoho Contracts came from somebody else's page.
Pages are listed as the models cited them.
From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · LinkedIn · Crunchbase
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Zoho Contracts's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Zoho Contracts, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at zohocontracts.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.