Seven of fourteen models named Nanonets first on the direct prompt; one named Docsumo. Nanonets was named by thirteen of the fourteen models and Docsumo by fourteen and Nanonets carries 36 labels and Docsumo 23, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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, Nanonets and Docsumo were named in the same answer forty-nine times, of the 86 answers naming Nanonets and the 74 naming Docsumo. In those answers Docsumo took the first choice eight times and Nanonets thirteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Five of six in this category shown.
“Nanonets can feel less comfortable when the job demands deep auditability, complex exception handling, or highly variable multi-document workflows” Claude Haiku 4.5 · negative prompt · soft negative
“its workflow-based pricing can be complex for buyers seeking stand-alone IDP” GPT-6 Luna · negative prompt · soft negative
“Choose Nanonets if your documents (like invoices) look different every time. Its AI-driven "no-template" model will save you hours of setup.” Gemini 3.5 Flash · budget prompt · first choice
“For most small businesses with a limited budget, Nanonets is the easiest start: free $50 credits, no platform fee” Muse Glimmer 30B · budget prompt · first choice
“Nanonets (Best Overall for Mid-Market): Nanonets is incredibly fast to deploy and highly intuitive.” Gemini 3.5 Flash · paraphrase prompt · first choice
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
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.