One of fourteen models named Docsumo first on the direct prompt; zero named Google Document AI. Docsumo was named by fourteen of the fourteen models and Google Document AI by twelve and both carry 23 labels, so the shares below are directly comparable.
Named in two categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the intelligent document processing page.
Across every category in the October 2026 Edition, Docsumo and Google Document AI were named in the same answer twenty-seven times, of the 74 answers naming Docsumo and the 78 naming Google Document AI. In those answers Google Document AI took the first choice one time and Docsumo five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | GD | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | GD | GD | ||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | GD | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | GD | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | GD | |||||
| GPT-6 Luna | GD | GD | ||||
| Muse Glimmer 30B | GD |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Worth testing, but get a quote before committing: Docsumo. ... production pricing is custom and setup fees may apply.” GPT-6 Luna · budget prompt · soft negative
“Parseur (free plan → $39/month Pro) or Docsumo (14-day free trial → $299/month Business) are the best starting points.” GLM 4.7 FlashX · budget prompt · first choice
“For most mid-market B2B companies, Nanonets or Docsumo offer the best balance” DeepSeek V4 Flash · direct prompt · first choice
“Start with Nanonets or Docsumo if you want fast time-to-value and manageable costs” Kimi K2 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“center on managed analysis APIs, so buyers assemble most of the operational queue, review, routing, and export application around them” Claude Haiku 4.5 · comparative prompt · soft negative
“Users report pricing issues that hinder adoption for smaller businesses; costs can escalate unpredictably” DeepSeek V4 Flash · negative prompt · soft negative
“Google Cloud Document AI” Gemini 3.5 Flash · negative prompt · soft negative
“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 · 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 · budget prompt · first choice
“I would suggest starting with Google Cloud Document AI or Amazon Textract” MiniMax M2.5 · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.