1 category · RankedRossum
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Intelligent document processing | Data platform | 16% | 2 of 89 | 8% | 37 | accepted challenger |
Movement
By model
How each model treated Rossum across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 1 | 1 | 3 | 0 | 5 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 1 | 1 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 1 | 4 |
| Kimi K2 | 0 | 2 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 1 | 0 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 2 | 1 | 0 | 0 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“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 · Document processing · 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 · Document processing · budget 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
“Otherwise, Rossum or Nanonets are generally highly recommended for mid-sized B2B companies” MiniMax M2.5 · Document processing · paraphrase prompt · first choice
And against it
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 enterprise platforms like ABBYY, Rossum, or UiPath for now” Qwen 3.7 Flash · Document processing · 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 · Document processing · direct prompt · soft negative
“dramatically cheaper than enterprise IDP platforms like Rossum ($18,000+/year minimum)” DeepSeek V4 Flash · Document processing · budget prompt · soft negative
Named alongside
The products named in the same answers as Rossum, over the 109 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rossum was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 101 of the 109 answers that named Rossum and are not a share of its labels.
Domains cited
377 of the 377 domain citations in answers naming Rossum came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
rossum.ai is not in Google's top ten for any of the category's searches. In the answers, Rossum takes 16% of first choices and Nanonets takes 32%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 1,600 a month (“rossum”)
- AI search demand for its name, est.
- 2,838 a month
- Organic visits to its site
- about 3,120 a month
- Searches its site ranks for
- 671 · 56 in the top three
- Sites linking to it
- 2,860
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 14 across its categories
- Named in
- 109 answers
- Its own site cited
- in 101 of the answers that named it
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.
What it publishes
ShowHide
What it publishes
ShowHide| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 46 | 2 | 2026-08-24 | ||
| News or press | 36 | 0 | 2026-05-21 | ||
| Blog | 35 | 0 | 2026-06-23 | ||
| Webinar or virtual event | 22 | 1 | 2026-07-13 | ||
| Report or ebook | 11 | 0 | 2026-05-15 | ||
| Conference or event | 5 | undated | |||
| Glossary or explainer | 3 | 0 | 2026-04-09 | ||
| Comparison | 1 | undated | |||
| Template or tool | 1 | undated |
Most recent
- 2026-08-24Eurofins case study
- 2026-07-29Mks atotech case study
- 2026-07-13Cleared for takeoff how atlantic aviation automated ap with rossum coupa and crosscountry webinar or virtual event
- 2026-06-23Uncovering document insights in a single question blog
- 2026-05-21What does it really take to be a leader reflecting on our recognition in the everest groups idp peak matrix assessment 2 blog
- 2026-05-21Press release rossum named a leader in the everest group 2026 news or press
How it is countedHide how it is counted
Every page rossum.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 September 29, 2026.
Names read as Rossum
Follow Rossum
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.
The company
Rossum is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- AI Document Processing For Transactional Workflows
- For
- AP teams
- Price stated
- Rossum pricing is tailored to your business needs and automation scale, based on the volume of pages or documents you process and the complexity of your workflows. rossum.ai/pricing
- Starting price
- Starting at $18,000 per year rossum.ai/pricing
- Free plan or trial
- 14-Day Trial; Free Demo rossum.ai
- Certifications
- ISO 27001SOC2HIPAATX-RAMPISO 27001:2022SOC 2GDPRISO 42001:2023
- Customers named
- Imperial DadeThe Gym GroupWoltMorton SaltPort of Rotterdam AuthorityFugroAdyenCoupa
- Not stated on the pages read
- Integrations, hosting
What Rossum's own pages state, read October 5, 2026: rossum.ai, rossum.ai/pricing, trust.rossum.ai, rossum.ai/platform, rossum.ai/customer-stories. A claimed page can correct any of them.
Claim this page
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 Rossum'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 Rossum, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Rossum by email, built from the raw record of the edition. It shows:
- where Rossum is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Rossum, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.
Badges
Wins only: a badge exists where Rossum is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Rossum is among the products AI models recommend first in Intelligent document processing this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.