Intelligent document processing · October 2026 Edition
Docsumo vs UiPath Document Understanding
One of fourteen models named Docsumo first on the direct prompt; one named UiPath Document Understanding. Both were named by all fourteen models and Docsumo carries 23 labels and UiPath Document Understanding 46, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%24%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 11; printed, not drawn.
Labels2346A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Docsumo reading right to left. Rank and label count are printed, not drawn.Rossum was named alongside these two in eleven of the fourteen direct answers. Nanonets vs Docsumo · 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.
DocsumoFirst choices, of fourteen modelsUiPath Document Understanding
Direct111 against UiPath Document Understanding
Paraphrase112 against UiPath Document Understanding
Comparative02
Budget-constrained101 against Docsumo · 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, Docsumo and UiPath Document Understanding were named in the same answer thirty-three times, of the 74 answers naming Docsumo and the 124 naming UiPath Document Understanding. In those answers UiPath Document Understanding took the first choice zero times and Docsumo eight.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Docsumo 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 | | | | |
Docsumo UiPath Document Understanding first choice named as an alternative argued againstblank: not namedEach cell is one answer, Docsumo on the left and UiPath Document Understanding on the right.The direct prompt
The plain question, one answer per model, grouped by where Docsumo and UiPath Document Understanding stood in it.
Docsumo first, UiPath Document Understanding not the choice
1 of 14 modelsUiPath Document Understanding was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashDocsumo, Nanonets alternatives: ABBYY Vantage, Rossum
UiPath Document Understanding first, Docsumo not the choice
1 of 14 modelsDocsumo was named in the answer but not as the choice, or not at all.Mistral SmallRossum, UiPath Document Understanding alternatives: Flowwright, Nanonets, OpenText Intelligent Document Processing
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniRossum alternatives: ABBYY Vantage, Automation Anywhere, Hyperscience Hypercell, UiPath Document Understanding
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
Qwen 3.7 FlashRossum alternatives: Nanonets, UiPath Document Understanding
Kimi K2Nanonets alternatives: ABBYY Vantage, Rossum, UiPath Document Understanding
MiniMax M2.5no first choice alternatives: ABBYY Vantage, Amazon Textract, Automation Anywhere, Azure AI Document Intelligence, Docsumo, UiPath Document Understanding
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Nanonets alternatives: ABBYY Vantage, Amazon Textract, Rossum
Llama 4 MaverickNanonets
GLM 4.7 FlashXNanonets alternatives: DigiParser, Rossum
GPT-6 LunaABBYY Vantage alternatives: Azure AI Document Intelligence, Google Document AI
Muse Glimmer 30BRossum alternatives: Doxis AI.dp, Klippa DocHorizon, Nanonets
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
Docsumo leads by twenty-two points.
Docsumo22%#1 of 14UiPath Document Understanding0%#14 of 14Mid-marketThe figures above
Docsumo leads by two points.
Docsumo6%#3 of 11UiPath Document Understanding4%#5 of 11Enterprise
The order flips: UiPath Document Understanding leads at enterprise.
UiPath Document Understanding13%#2 of 10Docsumo0%#– of 10What the models said about Docsumo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Worth testing, but get a quote before committing: Docsumo. ... production pricing is custom and setup fees may apply.” GPT-6 Luna · budget prompt · soft negative
“Parseur (free plan → $39/month Pro) or Docsumo (14-day free trial → $299/month Business) are the best starting points.” GLM 4.7 FlashX · budget prompt · first choice
“For most mid-market B2B companies, Nanonets or Docsumo offer the best balance” DeepSeek V4 Flash · direct prompt · first choice
“Start with Nanonets or Docsumo if you want fast time-to-value and manageable costs” Kimi K2 · paraphrase 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 DocsumoNanonets vs UiPath Document UnderstandingRossum vs DocsumoRossum vs UiPath Document UnderstandingDocsumo vs Google Document AIDocsumo vs Amazon TextractDocsumo vs ABBYY VantageGoogle 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.