Eight of fourteen models named iDeals first on the direct prompt; zero named Papermark. iDeals was named by fourteen of the fourteen models and Papermark by eleven and iDeals carries 46 labels and Papermark 17, so the shares are not directly comparable.
Named in two categories 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. Five of six in this category shown.
“iDeals frequently appears in negative discussions regarding its business practices and administrative friction.” Qwen 3.7 Flash · negative prompt · soft negative
“Some concerns (though generally well-reviewed) - Pricing concerns” DeepSeek V4 Flash · negative prompt · soft negative
“often positioned as a strong *overall* choice, with broad use across M&A, fundraising, and life sciences, and a high review score in one comparison” Perplexity Sonar · comparative prompt · first choice
“Often positioned as a strong all-around choice for teams that want a user-friendly VDR with broad functionality and more transparent pricing” GPT-5.4 mini · comparative prompt · first choice
“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
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.