Seven of fourteen models named Nanonets first on the direct prompt; one named Docsumo. Nanonets was named by fourteen of the fourteen models and Docsumo by twelve and Nanonets carries 42 labels and Docsumo 25, so the shares are not directly comparable.
Named in one category 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 November 2026 Edition, Nanonets and Docsumo were named in the same answer sixty-eight times, of the 110 answers naming Nanonets and the 78 naming Docsumo. In those answers Docsumo took the first choice ten times and Nanonets twenty-two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Three of four in this category shown.
“Nanonets is widely regarded as the strongest option for mid-market companies due to its balance of power and usability.” Qwen 3.7 Flash · direct prompt · first choice
“Start with a proof-of-concept using tools like Nanonets, Google Document AI, or UiPath on your real data.” Grok 4.20 · negative prompt · first choice
“Nanonets - Best for flexible mid-market automation, with fast model training and usage-based pricing.” Llama 4 Maverick · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best Overall for Mid-Sized B2B ... Docsumo is best for SMBs in lending and insurance, offering solid, structured document extraction.” Claude Haiku 4.5 · paraphrase prompt · first choice
“for strict budget constraints, cloud APIs and platforms like Lido or Docsumo offer the best value” Claude Haiku 4.5 · budget prompt · first choice
“Start with Nanonets or Docsumo's free tier to test on your actual documents” Kimi K2 · 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.