Intelligent document processing · RankedRossum
Rossum is intelligent document processing software that reads transactional documents, with a focus on invoices · rossum.ai ↗
Strongest at mid-market. Ranked 6 of 90 for small business buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Nanonets is first at 42%.
Nanonets is first at 31%. 5 of 14 models made it the first choice when asked directly.
ABBYY Vantage is first at 38%.
Why models recommend it
“Rossum and ABBYY Vantage are the top recommendations due to their AI-driven accuracy, scalability, and strong integration ecosystems”Mistral Small · Direct question · first choice
“Top Pick: Rossum ... Cloud-native, AI-first platform designed specifically for fast time-to-value.”Gemini 3.5 Flash · Paraphrase question · first choice
“Rossum is widely considered the gold standard specifically for invoice processing.”Qwen 3.7 Flash · Paraphrase question · first choice
“ABBYY, Hyperscience, and Rossum are usually near the top of the conversation”GPT-5.4 mini · Comparative question · first choice
What gives them pause
“Avoid If Budget Is Tight | Rossum | $18,000/year | Enterprise-focused, annual contracts”Kimi K2 · Budget-constrained question · warning
“Avoid starting with Rossum, ABBYY, Hyperscience, or similar enterprise platforms”Perplexity Sonar · Budget-constrained question · warning
“Avoid enterprise tools like ABBYY Vantage, UiPath, Rossum, or Hyperscience”Grok 4.20 · Budget-constrained question · warning
“What to avoid if you're on a tight budget”DeepSeek V4 Flash · Budget-constrained question · warning
Also on the shortlist
The products named in the same answers as Rossum, over the 136 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 108 | 28 | Compare → | |
| 98 | 3 | Compare → | |
| 82 | 33 | Compare → | |
| 81 | 6 | View → | |
| 66 | 1 | Compare → | |
| 62 | 0 | Compare → | |
| 55 | 16 | Compare → | |
| 44 | 0 | View → | |
| 30 | 0 | View → | |
| 29 | 11 | Compare → |
What the models named instead of Rossum →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Rossum's own site, not checked by Gane.
- 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.
- Starting price
- Starting at $18,000 per year
- Free plan or trial
- 14-Day Trial; Free Demo
- Certifications
- ISO 27001, SOC 2, HIPAA, TX-RAMP, GDPR, ISO 42001
- Customers named
- Imperial Dade, The Gym Group, Wolt, Morton Salt, Port of Rotterdam Authority, Fugro, Adyen, Coupa
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 125 of the 136 answers that named Rossum and are not a share of its labels.
Domains cited
359 of the 359 domain citations in answers naming Rossum came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 0 | 4 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 1 | 3 | 1 | 1 | 6 |
| Mistral Small | 2 | 0 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 1 | 4 |
| Llama 4 Maverick | 0 | 2 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 3 | 0 | 0 | 4 |
| Kimi K2 | 1 | 1 | 1 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 2 | 2 | 1 | 5 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 1 | 1 | 1 | 4 |
What it publishes
| 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.