| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Intelligent document processing | Data platform | 4% | 6 of 89 | 24% | 46 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.1 Fast | 0 | 1 | 3 | 1 | 5 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 0 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 1 | 2 | 6 |
| Kimi K2 | 0 | 1 | 1 | 2 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 2 | 1 | 4 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 2 | 1 | 2 | 5 |
Verbatim evidence the judge attached to positive labels.
“Best if you want IDP tightly integrated with automation/RPA... Need document extraction + workflow automation? UiPath.” GPT-5.4 mini · Document processing · comparative prompt · first choice
“Choose UiPath or Tungsten Automation if you need the document extraction to trigger an intricate downstream workflow” Gemini 3.5 Flash · Document processing · comparative prompt · first choice
“UiPath and Rossum are top choices due to their accuracy, scalability, and ease of integration” Mistral Small · Document processing · direct prompt · first choice
“The Best All-Around Platform: UiPath Document Understanding ... UiPath is the top choice.” Qwen 3.7 Flash · Document processing · paraphrase 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.
“Avoid ABBYY/UiPath/Hyperscience unless you have dedicated IT resources” Kimi K2 · Document processing · paraphrase prompt · hard negative
“Avoid enterprise platforms like ABBYY, Rossum, or UiPath for now” Qwen 3.7 Flash · Document processing · budget prompt · hard negative
“Avoid if you want simplicity: ABBYY and UiPath” Qwen 3.7 Flash · Document processing · negative prompt · hard negative
“Enterprise-tier options that are often over-spec for mid-market ... Requires the full UiPath ecosystem ... Implementation timelines of six months or longer are typical.” Muse Glimmer 30B · Document processing · direct 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 115 of the 124 answers that named UiPath Document Understanding and are not a share of its labels.
402 of the 402 domain citations in answers naming UiPath Document Understanding came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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 |
|---|---|---|---|---|---|
| Conference or event | 2,672 | 12 | 2026-11-12 | ITSM, Vector databases | |
| News or press | 1,023 | 28 | 2026-09-24 | ||
| Webinar or virtual event | 513 | 14 | 2026-10-20 | ITSM | |
| Blog | 458 | 8 | 2026-09-16 | ITSM | |
| Case study | 355 | 1 | 2026-07-23 | ||
| Report or ebook | 272 | 1 | 2026-08-06 | GRC | |
| Glossary or explainer | 28 | 0 | 2018-12-20 | ||
| Podcast or video | 9 | undated | |||
| Comparison | 3 | 2 | 2026-09-15 |
As the event pages on uipath.com state them, read September 28, 2026.
Every page uipath.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 UiPath Document Understanding's own pages state, read October 5, 2026: uipath.com, uipath.com/pricing, trust.uipath.com, uipath.com/platform-trial, uipath.com/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 UiPath Document Understanding'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 UiPath Document Understanding, 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 UiPath Document Understanding by email, built from the raw record of the edition. It shows: