Intelligent document processing for enterprise buyers
Asked as “intelligent document processing platform”, and as “IDP software”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
43%
Clear leader
43ABBYY Vantage13UiPath Document Understanding09Rossum36others
43% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Document AI is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07G08
A09
A10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01ABBYY Vantage43%
ABBYY Vantage43%02UiPath Document Understanding13%
UiPath Document Understanding13%03Rossum9%
Rossum9%04Hyperscience Hypercell4%
Hyperscience Hypercell4%05Tungsten Automation2%
Tungsten Automation2%06Infrrd0%
Infrrd0%07Automation Anywhere0%
Automation Anywhere0%08Google Document AI0%
09Azure AI Document Intelligence0%
10Amazon Textract0%
What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Amazon Textract
44%
12 of 27 labels negative · 8 of 12 models · 3 hard negative
“All follow similar **per-page consumption** models. Not viable for predictable enterprise budgeting.” DeepSeek V4 Flash, budget prompt
UiPath Document Understanding17%
9 of 52 labels negative · 8 of 12 models · 3 hard negative
“The "Seat Tax" Platforms to Avoid at This Scale ... Multiplying a $15–$45/user/month license across thousands of employees will rapidly destroy your project's ROI.” Gemini 3.5 Flash, budget prompt
Azure AI Document Intelligence
53%
8 of 15 labels negative · 6 of 12 models · 1 hard negative
“Why Not Cloud Infrastructure (Azure/AWS)? ... these costs scale linearly and unpredictably” Qwen 3.7 Flash, budget prompt
Google Document AI
34%
10 of 29 labels negative · 6 of 12 models · 1 hard negative
“they bill purely on consumption ... can lead to severe monthly "bill shock"” Gemini 3.5 Flash, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1104 links across 268 sites, every framing counted. Ranked by the number of answers carrying the site or page.
35 answers · 62 citations · 11 models
vendor site · Docsumo29 answers · 34 citations · 12 models
vendor site · ABBYY26 answers · 44 citations · 11 models
22 answers · 28 citations · 11 models
vendor site · Guideflow21 answers · 21 citations · 9 models
vendor site · RaftLabs21 answers · 21 citations · 9 models
vendor site · Doxis20 answers · 23 citations · 8 models
vendor site · Kognitos20 answers · 20 citations · 11 models
vendor site · Lido18 answers · 21 citations · 10 models
vendor site · G217 answers · 26 citations · 9 models
17 answers · 17 citations · 9 models
vendor site · Grooper16 answers · 17 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 10 models
22 answers · 11 models
22 answers · 8 models
21 answers · 9 models
19 answers · 8 models
18 answers · 8 models
17 answers · 8 models
17 answers · 9 models
16 answers · 8 models
15 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “intelligent document processing platform”, “intelligent document processing platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| ABBYY Vantage abbyy.com ABBYY Vantage 43%, ABBYY FlexiCapture 2% | 45% | 112 | 260 | 7 | 36,786 | 14 | ||
| UiPath Platform uipath.com UiPath Document Understanding 13%, UiPath Platform 2% | 15% | 115 | 260 | 6 | 161,995 | $74 | 107 | |
| Rossum rossum.ai | 9% | 101 | 1,600 | 2,838 | 3,120 | 24 | ||
| Okta okta.com Okta 4%, Okta Workforce Identity 2% | 6% | 213 | 368,000 | 8,418 | 1,959,740 | 118 | ||
| Hyperscience Hypercell hyperscience.ai | 4% | 69 | 10 | 0 | 3,669 | 1 | 5 | |
| Microsoft parent site Microsoft Entra ID 4%, Microsoft Azure AI Document Intelligence 0% | 4% | 480 | 2,240,000 | 403,136 | ||||
| ServiceNow servicenow.com ServiceNow 2%, ServiceNow Document Intelligence 2% | 4% | 63 | 135,000 | 13,451 | 689,216 | $673 | 101 | |
| Tungsten Automation tungstenautomation.com | 2% | 35 | 2,400 | 61 | 37,829 | $741 | 120 | |
| Noxus noxus.ai | 2% | 3 | ||||||
| Grooper grooper.com | 2% | 2 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (g2.com, gartner.com). The first result for “intelligent document processing platform” is extend.ai.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best intelligent document processing platform for an enterprise B2B company?”Paraphrase“Which IDP software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade intelligent document processing platforms and how do they differ?”Budget-constrained“What is the best intelligent document processing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an intelligent document processing platform. What should we look at?”Negative“Which intelligent document processing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceABBYY VantageChangedABBYY Vantage, Hyperscience HypercellTungsten Automationagainst: ABBYY Vantageno first choicenothing named
Five alternatives
Doxis, Hyperscience Hypercell, IBM Datacap, Tungsten Automation, UiPath Document UnderstandingSix alternatives
AWS, Google Document AI, Microsoft Azure Document Intelligence, Nanonets, Rossum, UiPath Document UnderstandingOne alternative
RossumGPT-5.4 miniABBYY Vantage, UiPath PlatformOkta Workforce IdentityChangedABBYY Vantage, Hyperscience HypercellABBYY Intelligent Document Processingagainst: Azure AI Document Intelligence, Microsoftno first choiceagainst: Azure AI Document Intelligence, Base64.ai, Hyperscience Hypercell
Three alternatives
Google Document AI, Hyperscience Hypercell, Microsoft Azure AI Document IntelligenceThree alternatives
Microsoft Entra ID, Ping Identity, PingOne for WorkforceSix alternatives
Automation Anywhere, Coupa, Hyland, OpenText, Tungsten Automation, UiPath Document UnderstandingTwo alternatives
Hyperscience Hypercell, UiPath Document UnderstandingGemini 3.5 FlashUiPath Document UnderstandingABBYY VantageChangedABBYY VantageGrooperagainst: Amazon Textract, Google Document AI, UiPath Document Understandingno first choiceagainst: ABBYY FlexiCapture, Amazon Textract, Automation Anywhere Document Automation, Azure AI Document Intelligence, Base64.ai, Docsumo, Google Document AI, IBM Datacap, OpenText, Rossum, SS&C Blue Prism Decipher, Tungsten Automation, UiPath Document Understanding
Four alternatives
ABBYY Vantage, Coupa, Hyperscience Hypercell, InfrrdTwo alternatives
Hyperscience Hypercell, UiPath Document UnderstandingSeven alternatives
AWS, Google Document AI, Hyperscience Hypercell, Infrrd, Microsoft Azure AI Document Intelligence, Rossum, UiPath Document UnderstandingThree alternatives
Docsumo, Hyperscience Hypercell, RossumPerplexity SonarABBYY VantageUiPath Document UnderstandingChangedABBYY VantageABBYY Vantageno first choicenothing named
Four alternatives
Docsumo, Instabase, OpenText Core Capture, UiPath Document UnderstandingTwo alternatives
ABBYY Vantage, Tungsten AutomationSix alternatives
Amazon Textract, Google Document AI, Hyperscience Hypercell, Instabase, OpenText, UiPath Document UnderstandingTwo alternatives
NewgenONE IDP, UiPath Document UnderstandingGrok 4.1 FastABBYY Vantageagainst: Amazon Textract, Google Document AIABBYY Vantage, UiPath Document UnderstandingChangedABBYY Vantage, Hyperscience HypercellABBYY Vantage, Rossumagainst: Amazon Textract, Azure AI Document Intelligence, Google Document AIno first choiceagainst: Amazon Textract, Automation Anywhere, Azure AI Document Intelligence, Custom Backstage-Like Setups or Basic OCR Tools, Google Document AI, Infrrd, Instabase, Rossum, UiPath Document Understanding
Three alternatives
Hyperscience Hypercell, Tungsten Automation, UiPath Document UnderstandingFour alternatives
Azure AI Document Intelligence, Hyperscience Hypercell, Rossum, Tungsten AutomationThree alternatives
Rossum, Tungsten Automation, UiPath Document UnderstandingThree alternatives
Hyperscience Hypercell, Kofax TotalAgility, UiPath Document UnderstandingMistral SmallABBYY Vantage, UiPath Document UnderstandingOktaChangedno first choiceABBYY Vantage, UiPath Document Understandingagainst: Amazon Textract, Google Document AI, Microsoft Azure AI Document Intelligence, Nanonetsno first choiceagainst: Rossum, Tungsten Automation, UiPath Document Understanding
Two alternatives
Amazon Textract, KognitosTwo alternatives
Google Workspace, Microsoft Entra IDDeepSeek V4 FlashABBYY VantageMicrosoft Entra IDChangedABBYY Vantage, Hyperscience Hypercellagainst: Amazon Textract, Azure AI Document Intelligence, Google Doc AIServiceNow Document Intelligenceagainst: ABBYY Vantage / FlexiCapture, Amazon Textract, Docsumo, Hyperscience Hypercell, Microsoft Azure Document Intelligenceno first choicenothing named
Three alternatives
Hyperscience Hypercell, ServiceNow, UiPath Document UnderstandingTwo alternatives
Okta, Ping IdentityThree alternatives
Rossum, Tungsten Automation, UiPath Document UnderstandingOne alternative
UiPath PlatformLlama 4 Maverickno first choiceno first choiceHeldno first choiceABBYY Vantageno first choicenothing named
Two alternatives
Rossum, Tungsten AutomationQwen 3.7 FlashUiPath Document UnderstandingABBYY FlexiCaptureChangedno first choiceRossumagainst: Amazon Textract, Azure AI Document Intelligenceno first choiceagainst: UiPath Document Understanding
Five alternatives
ABBYY FlexiCapture, Billtrust, Google Document AI, Microsoft Copilot, RossumFour alternatives
Microsoft Azure AI Document Intelligence, Nanonets, Rossum, UiPath Document UnderstandingOne alternative
ABBYY VantageKimi K2ABBYY Vantage, Rossumagainst: MicrosoftMicrosoft Entra IDChangedno first choiceRossumagainst: ABBYY Vantage, Hyperscience Hypercell, Microsoft Azure Document Intelligence, Tungstenno first choiceagainst: ABBYY Vantage, Amazon Textract, Google Document AI, UiPath Document Understanding
Two alternatives
Hyperscience Hypercell, UiPath Document UnderstandingTwo alternatives
Okta Workforce Identity, Ping IdentityOne alternative
UiPath Document UnderstandingGLM 4.7 FlashXServiceNowABBYY VantageChangedABBYY Vantage, Hyperscience HypercellABBYY Vantageno first choiceagainst: ABBYY Vantage, Amazon Textract, Azure Form Recognizer, Google Document AI, Iron Mountain InSight, UiPath Document Understanding
Six alternatives
ABBYY Vantage, Automation Anywhere, Hyperscience Hypercell, Infrrd, Rossum, UiPath Document UnderstandingThree alternatives
Hyperscience Hypercell, Nanonets, UiPath Document UnderstandingThree alternatives
Kofax, OpenText, UiPath Document UnderstandingFour alternatives
Azure AI Document Intelligence, Google Document AI, Hyperscience Hypercell, UiPath Document UnderstandingMiniMax M2.5no first choiceOktaChangedABBYY VantageNoxusUnstractagainst: ABBYY Vantage, Automation Anywhere, UiPath Document Understanding
One alternative
Microsoft Entra IDThree alternatives
Hyperscience Hypercell, Rossum, UiPath Document UnderstandingTwo alternatives
Inkscribe AI Enterprise, V7 GoBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:10 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:59 | yes | 11 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:39 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 25 | 23 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:28 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:52 | yes | 22 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:23 | yes | 12 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:35 | yes | 22 | 446 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:39 | yes | 5 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:31 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:51 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:25 | yes | 16 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:38 | yes | 21 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:56 | yes | 21 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:11 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:23 | yes | 19 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:12 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:52 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:54 | yes | 10 | 14 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:36 | yes | 22 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:07 | yes | 5 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:28 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:53 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:23 | yes | 12 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:04 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:22 | yes | 25 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:51 | yes | 12 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:40 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:03 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:13 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:00 | yes | 21 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:15 | yes | 24 | 142 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:46 | yes | 9 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:48 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:44 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:09 | yes | 16 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:55 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:32 | yes | 22 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:06 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:02 | yes | 25 | 47 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:36 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:43 | yes | 13 | 55 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:56 | yes | 22 | 42 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:51 | yes | 24 | 150 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:19 | yes | 18 | 43 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:05 | yes | 27 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:18 | yes | 3 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:24 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:50 | yes | 14 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:38 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:43 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:59 | yes | 21 | 79 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:34 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:57 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:51 | yes | 20 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:38 | yes | 22 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:26 | yes | 5 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:48 | yes | 17 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:21 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:29 | yes | 17 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:47 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:42 | yes | 25 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:45 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 23 | 96 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:27 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:12 | yes | 5 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:28 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:40 | yes | 24 | 85 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:22 | yes | 24 | 88 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ABBYY read as ABBYY Vantage
ABBYY (Vantage & FlexiCapture) read as ABBYY Vantage
ABBYY (Vantage / FlexiCapture) read as ABBYY Vantage
AWS Textract read as Amazon Textract
Google Cloud Document AI read as Google Document AI
Hyperscience read as Hyperscience Hypercell
Hyperscience (Hypercell) read as Hyperscience Hypercell
UiPath read as UiPath Document Understanding
UiPath (Document Understanding / IXP) read as UiPath Document Understanding
UiPath (Document Understanding) read as UiPath Document Understanding
UiPath (IXP - Intelligent Xtraction Platform) read as UiPath Document Understanding
UiPath (Intelligent Document Processing / IXP) read as UiPath Document Understanding
UiPath (UiPath IXP) read as UiPath Document Understanding
UiPath Document Understanding / IXP read as UiPath Document Understanding
Unresolved, counted raw
ABBYY Intelligent Document Processing
ABBYY's AI document processing
Azure Form Recognizer
Billtrust
Custom Backstage-Like Setups or Basic OCR Tools
Datamatics
Google Doc AI
IBM watsonx Orchestrate Intelligent Document Processing
Indico Data
Iron Mountain InSight
Kofax Capture / Automation Suite
Kofax TotalAgility
Konfuzio
Microsoft Azure Content Understanding
Outerport document understanding platform
Parascript
Rytsense Document Intelligence Platform
SS&C Blue Prism Decipher
ServiceNow Document Intelligence
UiPath Platform
UiPath Platform (UiPath IXP / Document Understanding)
V7 Go
super.AI Document
Discontinued, still offered
No shut-down product was recommended here.