| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Intelligent document processing | Data platform | 0% | 17 of 89 | 17% | 18 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 3 | 1 | 4 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 0 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“If you need enterprise governance and analytics, ABBYY Vantage and Hyperscience lead for regulated, high-volume work.” Muse Glimmer 30B · Document processing · comparative prompt · first choice
“Gartner positioned it furthest for completeness of vision” DeepSeek V4 Flash · Document processing · comparative prompt · first choice
“Best for high-volume insurance, healthcare, and financial services workflows that need accurate extraction on highly variable documents.” Claude Haiku 4.5 · Document processing · comparative prompt · alternative
“Choose Hyperscience if you are processing massive volumes of physical, handwritten, or poorly scanned documents” Gemini 3.5 Flash · Document processing · comparative 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.
“Avoid ABBYY/UiPath/Hyperscience unless you have dedicated IT resources” Kimi K2 · Document processing · paraphrase prompt · hard negative
“Honest weakness: Premium pricing and a more deliberate sales cycle. Smaller mid-market buyers often find the platform overspec'd.” Muse Glimmer 30B · Document processing · direct prompt · soft negative
“Some note Hyperscience as pricier than alternatives with similar features” Grok 4.1 Fast · Document processing · negative 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 69 of the 71 answers that named Hyperscience Hypercell and are not a share of its labels.
255 of the 255 domain citations in answers naming Hyperscience Hypercell 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 190 | 7 | 2026-08-17 | Document processing, RPA | |
| News or press | 66 | 4 | 2026-09-29 | Document processing | |
| Webinar or virtual event | 9 | 1 | 2026-09-29 | ||
| Comparison | 9 | 0 | 2026-02-24 | RPA | |
| Case study | 3 | 0 | 2022-11-01 | ||
| Report or ebook | 3 | 1 | 2026-08-25 | ||
| Podcast or video | 1 | 0 | 2023-05-09 |
Every page hyperscience.ai 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 October 5, 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 Hyperscience Hypercell's own pages state, read October 5, 2026: hyperscience.ai, hyperscience.ai/security, hyperscience.ai/platform, hyperscience.ai/customer-stories, hyperscience.ai/partners. 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 Hyperscience Hypercell'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 Hyperscience Hypercell, 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 Hyperscience Hypercell by email, built from the raw record of the edition. It shows: