One of fourteen models named FirmRoom first on the direct prompt; zero named Papermark. FirmRoom was named by twelve of the fourteen models and Papermark by eleven and FirmRoom carries 22 labels and Papermark 17, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the virtual data rooms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“FirmRoom has a polarized reputation. While praised for ease of use, there are specific technical complaints to watch for.” Qwen 3.7 Flash · negative prompt · soft negative
“The mid-market leaders (iDeals, FirmEx, FirmRoom, SecureDocs, Papermark) offer strong security and features at flat-rate pricing” DeepSeek V4 Flash · scale prompt · first choice
“For a mid-sized B2B company, I'd recommend FirmRoom for its balance of price, ease of use, and comprehensive features.” GLM 4.7 FlashX · paraphrase prompt · first choice
“Start with Firmex if you do multiple deals a year, or FirmRoom if you value simplicity and flat-rate pricing.” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Very affordable, but better suited for startups and smaller deals than complex mid-market M&A.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“The mid-market leaders (iDeals, FirmEx, FirmRoom, SecureDocs, Papermark) offer strong security and features at flat-rate pricing” DeepSeek V4 Flash · scale prompt · first choice
“making it ideal for startups and small businesses... excellent choice for early stage startups with limited budgets” Claude Haiku 4.5 · budget prompt · first choice
“the best virtual data room is usually Papermark, Digify, or SecureDocs” Perplexity Sonar · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.