LlamaIndex

How often 10 AI models recommend LlamaIndex, what they say about it, and who they recommend instead, on the 1 buying question where it came up.

Mention rate

15%of all answers on this question

Best standing

#19of 130 on Best SDKs for AI agents that handle Office and PDF files

Buying questions

1where any model named it

Never named it

3of 10 models

Which models recommend it

Share of each model's answers that named it, at any position · The black tick marks the panel average

1. DeepSeek V4 Pro50%
2. Kimi K325%
3. Nemotron 3 Ultra25%
4. Claude Haiku 5.513%
5. GPT-6 Luna13%
6. Gemini 4 Argon13%
7. Mistral Large 413%
8. Qwen 3.8 Flash0%
9. GLM-5.30%
10. MiniMax M30%

Never named it: Qwen 3.8 Flash GLM-5.3 MiniMax M3

Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.

What the models say

Each model's one-line reason for recommending it, from its first answer

Best SDKs for AI agents that handle Office and PDF files 4

• DeepSeek V4 ProBest overall data framework with deep Office/PDF connectors and strong agent abstraction layer.
• Kimi K3Excellent document readers and agent integration for Office and PDF.
• Mistral Large 4Flexible open-core framework that speeds up data-to-LLM plumbing significantly.
• Nemotron 3 UltraBest-in-class RAG, data connectors, agentic workflows

Against the competition

Each question's products ranked by the share of all answers that named them, LlamaIndex highlighted.

Best SDKs for AI agents that handle Office and PDF files

130 products named in 80 answers across 4 wordings

Contested

1. 1Unstructured44%
2. 2python-docx40%
3. 3Apache POI39%
4. 4Aspose.Total38%
5. 5PyMuPDF35%
6. ⋯
7. 19LlamaIndex15%

Mention rate by model and question

Share of each model's answers on the question that named it · Hover a cell for the count

Question	Claude Haiku 5.5	GPT-6 Luna	Gemini 4 Argon	Qwen 3.8 Flash	DeepSeek V4 Pro	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3 Ultra
Best SDKs for AI agents that handle Office and PDF files	13	13	13		50		25		13	25

Does the wording matter?

Share of answers that named it under each way of asking the question · Hover a cell for the exact wording

Question	List request	Buyer asking for advice	Search query	Worth paying for?
Best SDKs for AI agents that handle Office and PDF files	5		20	35

Head to head

Against the products named most often on the same questions

LlamaIndex vs UnstructuredLlamaIndex vs python-docxLlamaIndex vs Apache POILlamaIndex vs Aspose.TotalLlamaIndex vs PyMuPDFLlamaIndex vs Aspose.Words

Compare with another product

With web search

A trial: the same questions answered after each model searched the web · Share of answers that named it, and its place

Question	Without search	With search	Change
Best SDKs for AI agents that handle Office and PDF files	15% #20	3% #54	−12 pts

Every other number on this page comes from what the models already know. How searching changes the answers

Work on LlamaIndex? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.