Intelligent document processing · October 2026 Edition
Rossum vs UiPath Document Understanding
Four of fourteen models named Rossum first on the direct prompt; one named UiPath Document Understanding. Both were named by all fourteen models and Rossum carries 37 labels and UiPath Document Understanding 46, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share16%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%24%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 11; printed, not drawn.
Labels3746A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Rossum reading right to left. Rank and label count are printed, not drawn.Nanonets was named alongside these two in ten of the fourteen direct answers. Nanonets vs Rossum · Nanonets vs UiPath Document Understanding · Rossum vs Docsumo
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 intelligent document processing page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RossumFirst choices, of fourteen modelsUiPath Document Understanding
Direct411 against Rossum · 1 against UiPath Document Understanding
Paraphrase312 against UiPath Document Understanding
Comparative02
Budget-constrained102 against Rossum · 1 against UiPath Document Understanding
Scale-constrained00
Negative007 against UiPath Document Understanding
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Rossum and UiPath Document Understanding were named in the same answer seventy-five times, of the 109 answers naming Rossum and the 124 naming UiPath Document Understanding. In those answers UiPath Document Understanding took the first choice four times and Rossum ten.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Rossum and UiPath Document Understanding stood in it.
| 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 | | | | |
Rossum UiPath Document Understanding first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rossum on the left and UiPath Document Understanding on the right.The direct prompt
The plain question, one answer per model, grouped by where Rossum and UiPath Document Understanding stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallRossum, UiPath Document Understanding alternatives: Flowwright, Nanonets, OpenText Intelligent Document Processing
Rossum first, UiPath Document Understanding an alternative
3 of 14 modelsUiPath Document Understanding was named in the answer but not as the choice, or not at all.GPT-5.4 miniRossum alternatives: ABBYY Vantage, Automation Anywhere, Hyperscience Hypercell, UiPath Document Understanding
Qwen 3.7 FlashRossum alternatives: Nanonets, UiPath Document Understanding
Muse Glimmer 30BRossum alternatives: Doxis AI.dp, Klippa DocHorizon, Nanonets
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Nanonets alternatives: ABBYY Vantage, Amazon Textract, Rossum
Gemini 3.5 FlashNanonets alternatives: Affinda, Docsumo, Rossum
Perplexity SonarNanonets alternatives: ABBYY Vantage, Automation Anywhere, Rossum, UiPath Document Understanding
Grok 4.1 FastABBYY Vantage alternatives: Amazon Textract, Google Document AI, Rossum, UiPath Document Understanding
DeepSeek V4 FlashDocsumo, Nanonets alternatives: ABBYY Vantage, Rossum
Kimi K2Nanonets alternatives: ABBYY Vantage, Rossum, UiPath Document Understanding
GLM 4.7 FlashXNanonets alternatives: DigiParser, Rossum
MiniMax M2.5no first choice alternatives: ABBYY Vantage, Amazon Textract, Automation Anywhere, Azure AI Document Intelligence, Docsumo, UiPath Document Understanding
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickNanonets
GPT-6 LunaABBYY Vantage alternatives: Azure AI Document Intelligence, Google Document AI
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Rossum leads by four points.
Rossum4%#7 of 14UiPath Document Understanding0%#14 of 14Mid-marketThe figures above
Rossum leads by twelve points.
Rossum16%#2 of 11UiPath Document Understanding4%#5 of 11Enterprise
The order flips: UiPath Document Understanding leads at enterprise.
UiPath Document Understanding13%#2 of 10Rossum9%#3 of 10What the models said about Rossum
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid enterprise platforms like ABBYY, Rossum, or UiPath for now” Qwen 3.7 Flash · budget prompt · hard negative
“Rossum is worth evaluating, but it was acquired by Coupa on May 12, 2026. I'd check product roadmap, contract terms, and integration support” GPT-6 Luna · direct prompt · soft negative
“dramatically cheaper than enterprise IDP platforms like Rossum ($18,000+/year minimum)” DeepSeek V4 Flash · budget prompt · soft negative
“Rossum is the most cited mid-market pick. Low-code invoice workflows, usable review flows plus workflow automation, from $18,000/year.” Muse Glimmer 30B · direct prompt · first choice
“Rossum - Offers low-code invoice workflows and usable review flows plus workflow automation, starting at $18,000/year.” Llama 4 Maverick · budget prompt · first choice
“UiPath and Rossum are top choices due to their accuracy, scalability, and ease of integration” Mistral Small · direct prompt · first choice
What the models said about UiPath Document Understanding
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid ABBYY/UiPath/Hyperscience unless you have dedicated IT resources” Kimi K2 · paraphrase prompt · hard negative
“Avoid enterprise platforms like ABBYY, Rossum, or UiPath for now” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid if you want simplicity: ABBYY and UiPath” Qwen 3.7 Flash · negative prompt · hard negative
“Best if you want IDP tightly integrated with automation/RPA... Need document extraction + workflow automation? UiPath.” GPT-5.4 mini · 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 · comparative prompt · first choice
“UiPath and Rossum are top choices due to their accuracy, scalability, and ease of integration” Mistral Small · direct prompt · first choice
Also compared
Nanonets vs RossumNanonets vs UiPath Document UnderstandingRossum vs DocsumoRossum vs Google Document AIRossum vs Amazon TextractRossum vs ABBYY VantageDocsumo vs UiPath Document UnderstandingGoogle Document AI vs UiPath Document UnderstandingUiPath Document Understanding vs Amazon TextractUiPath Document Understanding vs ABBYY VantageAll twenty-one head-to-head pages and the full document processing standing
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.