1 category · RankedABBYY Vantage
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Intelligent document processing | Data platform | 4% | 8 of 89 | 24% | 38 | accepted challenger |
Movement
By model
How each model treated ABBYY Vantage 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 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 2 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 1 | 1 | 3 | 1 | 6 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 2 | 2 | 5 |
| Kimi K2 | 0 | 1 | 1 | 2 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“A Gartner Magic Quadrant Leader with 35+ years of heritage and 200+ pre-trained document types... best for large enterprises with diverse document types” Claude Haiku 4.5 · Document processing · comparative prompt · first choice
“The safest enterprise choice for breadth — 35+ year heritage, 150–200+ pre-trained document "skills," 200+ language support.” DeepSeek V4 Flash · Document processing · comparative prompt · first choice
“If you need enterprise governance and analytics, ABBYY Vantage and Hyperscience lead for regulated, high-volume work.” Muse Glimmer 30B · Document processing · comparative prompt · first choice
“ABBYY Vantage (Gartner Leader) - Why? Excellent for complex, multilingual documents” Grok 4.1 Fast · Document processing · direct 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, as their annual minimums ($18k+)” Qwen 3.7 Flash · Document processing · budget prompt · hard negative
“Avoid ABBYY/UiPath/Hyperscience unless you have dedicated IT resources” Kimi K2 · Document processing · paraphrase prompt · hard negative
“users commonly praise accuracy/integration, but also report complex initial setup, OCR issues, and workflow configuration challenges” GPT-5.4 mini · Document processing · negative prompt · soft negative
“legacy enterprise suites (like Kofax or traditional ABBYY, which require massive IT budgets and 6-month deployment cycles)” Gemini 3.5 Flash · Document processing · direct prompt · soft negative
Named alongside
The products named in the same answers as ABBYY Vantage, over the 119 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and ABBYY Vantage 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 112 of the 119 answers that named ABBYY Vantage and are not a share of its labels.
Domains cited
368 of the 399 domain citations in answers naming ABBYY Vantage came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
abbyy.com is not in Google's top ten for any of the category's searches. In the answers, ABBYY Vantage takes 4% of first choices and Nanonets takes 32%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 210 a month (“abbyy vantage”)
- AI search demand for its name, est.
- 1 a month
- Organic visits to its site
- about 36,786 a month
- Searches its site ranks for
- 1,975 · 199 in the top three
- Sites linking to it
- 11,286
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 23 across its categories
- Named in
- 119 answers
- Its own site cited
- in 112 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 495 | undated | RPA, Process mining | ||
| News or press | 311 | undated | RPA, Document processing | ||
| Webinar or virtual event | 111 | undated | Process mining, RPA | ||
| Report or ebook | 86 | undated | Document processing, Process mining | ||
| Case study | 82 | undated | Document processing, RPA | ||
| Glossary or explainer | 61 | undated | Process mining | ||
| Conference or event | 35 | undated | |||
| Comparison | 17 | undated | Process mining, RPA | ||
| Template or tool | 10 | undated | |||
| Podcast or video | 5 | undated | Document processing |
Events in person
- July 22, 2026 to July 23, 2026ABBYY Ascend Developer ConferenceShangri-La, Bengaluru, India · hybrid · hosted
As the event pages on abbyy.com state them, read October 5, 2026.
How it is countedHide how it is counted
Every page abbyy.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 October 5, 2026.
Names read as ABBYY Vantage
Follow ABBYY Vantage
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
ABBYY Vantage is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- our low-code AI document processing platform
- Certifications
- SOC 2 Type 2ISO/IEC 27001:2022ISO/IEC 27001 SoAFSQSEcoVadis JUL 2026 - CommittedCCPAGDPRVPAT
- Customers named
- FinTrUVinmarCarlsbergYum ChinaPepsicoRicohMcDonald'sSiemens
- Not stated on the pages read
- Who it is for, price, starting price, free plan or trial, integrations, hosting
What ABBYY Vantage's own pages state, read October 5, 2026: abbyy.com, trust.abbyy.com, abbyy.com/products, abbyy.com/customer-stories, abbyy.com/partners. 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 ABBYY Vantage'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 ABBYY Vantage, 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 ABBYY Vantage by email, built from the raw record of the edition. It shows:
- where ABBYY Vantage 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 ABBYY Vantage, 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.