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Index › Products › Google Document AI · October 2026 Edition
Google Cloud · 1 category · Ranked

Google Document AI

78Judge labels
7First choices
19Negative labels
13 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
8% in Document processing for small business buyers
Rank 5 of 89 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 13% of its 23 labels there were negative.
What the models named instead of Google Document AI →
By buyer segmentRead the same way at every buyer size.
In document processing · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Google Document AI for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Intelligent document processingData platform6%5 of 8913%23accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Google Document AI yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Google Document AI across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500011
GPT-5.4 mini10001
Gemini 3.5 Flash10012
Perplexity Sonar00000
Grok 4.1 Fast02204
Mistral Small00202
DeepSeek V4 Flash02013
Llama 4 Maverick00000
Qwen 3.7 Flash01001
Kimi K200101
GLM 4.7 FlashX01102
MiniMax M2.510102
GPT-6 Luna03003
Muse Glimmer 30B01001

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct12 labelsNone
Paraphrase1 labelNone
Comparative24 labelsNone
Budget-constrained20 labels7
Scale-constrained9 labelsNone
Negative12 labelsNone
First choiceAlternativeMentionNegative78 labels in all, every segment counted; 7 of the 7 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“My practical pick: Google Document AI if you want a strong cloud-native option with a free tier and transparent usage pricing.” GPT-5.4 mini · Document processing · budget prompt · first choice
“Go with Google Cloud Document AI or Azure AI Document Intelligence. Their free tiers are highly generous” Gemini 3.5 Flash · Document processing · budget prompt · first choice
“I would suggest starting with Google Cloud Document AI or Amazon Textract” MiniMax M2.5 · Document processing · budget prompt · first choice
“strong fit for teams already building inside Google Cloud and looking for scalable, API-driven document understanding” Muse Glimmer 30B · Document processing · comparative prompt · alternative

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.

“center on managed analysis APIs, so buyers assemble most of the operational queue, review, routing, and export application around them” Claude Haiku 4.5 · Document processing · comparative prompt · soft negative
“Users report pricing issues that hinder adoption for smaller businesses; costs can escalate unpredictably” DeepSeek V4 Flash · Document processing · negative prompt · soft negative
“Google Cloud Document AI” Gemini 3.5 Flash · Document processing · negative prompt · soft negative

Named alongside

The products named in the same answers as Google Document AI, over the 78 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Google Document AI was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Hyperscience Hypercell36 of 786Not among the top eight
Azure AI Document Intelligence30 of 780Not among the top eight
Microsoft Azure AI Document Intelligence15 of 780Not among the top eight
Tungsten Automation14 of 780Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Google Document AI. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 72 of the 78 answers that named Google Document AI and are not a share of its labels.

Search and answers

Where Google Document AI stands in Google search beside where it stands in the models' answers.
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In search

Google, US estimates
Searches for its name, Google
2,400 a month (“google document ai”)
AI search demand for its name, est.
66 a month
Its own site
It sits on Google Cloud's site (google.com), so there are no site figures for it alone

In answers

This edition
Share of first choices
6%
rank 5 of 89 in document processing
Segment leader
32%
Nanonets
First choices
7 across its categories
Named in
78 answers
Its own site cited
in 72 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.

Names read as Google Document AI

What the judge wrote, as written, with how often. The vendor table decides that these count as Google Document AI; a claim can dispute any of them.
Google Cloud Document AI 7Google Cloud Document AI (DocAI) 1

Follow Google Document AI

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.

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The company

Google Cloud is the company behind Google Document AI.
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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 Google Document AI'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 Google Document AI, 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 Google Document AI by email, built from the raw record of the edition. It shows:

  • where Google Document AI 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 Google Document AI, 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.
The subscriber app

A verification link goes to your work email; an address at google.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.