| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Virtual data rooms | Equity and corporate | 0% | 20 of 48 | 25% | 12 | criticized challenger | |
| Board and investor reporting | Planning and analysis | 0% | 65 of 99 | 0% | 1 | under 10 labels · led by OnBoard at 26% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Board portals | Equity and corporate | 0% | 44 of 50 | 100% | 1 | under 10 labels · led by OnBoard at 49% | |
| Transfer pricing | Tax and compliance | 0% | 65 of 101 | 0% | 1 | under 10 labels · led by TPGenie at 30% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 3 | 0 | 5 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“If your IT team already uses Box, upgrading to their secure "Rooms" feature might bypass the need for a separate VDR vendor.” Gemini 3.5 Flash · Virtual data rooms · scale prompt · alternative
“consider Papermark or Box, but always request a demo and reference checks before signing” Qwen 3.7 Flash · Virtual data rooms · negative prompt · alternative
“switching to Box Shield involves zero new software learning curve” Qwen 3.7 Flash · Virtual data rooms · comparative prompt · alternative
“Box (VDR): Strong IT integration if you're already using Box” Kimi K2 · Virtual data rooms · scale prompt · alternative
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.
“especially careful with portals that are basically just email, Dropbox/Box/Google Drive, or PDF links for board materials, because those setups are specifically called out as weaker substitutes” Perplexity Sonar · Board portals · negative prompt · hard negative
“Generic Cloud (e.g., Box, Dropbox misconfigs): ... not true VDRs—avoid entirely for high-stakes.” Grok 4.1 Fast · Virtual data rooms · negative prompt · hard negative
“General content management platform that works as a VDR for simpler needs (not a dedicated VDR)” DeepSeek V4 Flash · Virtual data rooms · comparative prompt · soft negative
“Weakness: Not purpose-built as a VDR” MiniMax M2.5 · Virtual data rooms · comparative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 46 of the 55 answers that named Box and are not a share of its labels.
175 of the 175 domain citations in answers naming Box came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 2,056 | 1 | 2026-09-29 | ||
| Report or ebook | 507 | 0 | 2020-01-31 | ||
| News or press | 137 | 0 | 2026-04-02 | ||
| Glossary or explainer | 84 | undated | |||
| Podcast or video | 79 | 0 | 2021-03-25 | ||
| Conference or event | 63 | undated | |||
| Comparison | 24 | 0 | 2026-04-17 | ||
| Case study | 18 | 0 | 2025-05-06 | ||
| Webinar or virtual event | 14 | 0 | 2025-05-22 | ||
| Template or tool | 3 | undated |
Every page box.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Box's own pages state, read October 5, 2026: box.com, box.com. A claimed page can correct any of them.
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 Box'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 Box, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Box by email, built from the raw record of the edition. It shows: