MarkItDown

How often 10 AI models recommend MarkItDown, what they say about it, and who they recommend instead, on the 2 buying questions where it came up.

Mention rate

4%of all answers on these questions

Best standing

#33of 129 on Best Python libraries for PowerPoint files

Buying questions

2where any model named it

Never named it

6of 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. Gemini 4 Argon13%
2. Mistral Large 413%
3. Claude Haiku 5.56%
4. GLM-5.36%
5. GPT-6 Luna0%
6. Qwen 3.8 Flash0%
7. DeepSeek V4 Pro0%
8. Kimi K30%
9. MiniMax M30%
10. Nemotron 3 Ultra0%

Never named it: GPT-6 Luna Qwen 3.8 Flash DeepSeek V4 Pro Kimi K3 MiniMax M3 Nemotron 3 Ultra

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 Python libraries for PowerPoint files 1

• Gemini 4 ArgonMicrosoft's modern utility for cleanly extracting presentation content into LLM-ready Markdown.

Best SDKs for AI agents that handle Office and PDF files 1

• Mistral Large 4Microsoft's lightweight open-source converter for Office, PDF, and media to markdown.

Against the competition

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

Best Python libraries for PowerPoint files

129 products named in 80 answers across 4 wordings

In nearly every answer

python-pptxAspose.Slides

Contested

1. 3Spire.Presentation86%
2. 4PptxGenJS44%
3. 5unoconv28%
4. 6Pillow25%
5. 6pywin3225%
6. ⋯
7. 33MarkItDown4%

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. 47MarkItDown4%

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 Python libraries for PowerPoint files	13		25
Best SDKs for AI agents that handle Office and PDF files						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 Python libraries for PowerPoint files				15
Best SDKs for AI agents that handle Office and PDF files			15

Head to head

Against the products named most often on the same questions

MarkItDown vs python-pptxMarkItDown vs Aspose.SlidesMarkItDown vs Spire.PresentationMarkItDown vs python-docxMarkItDown vs Apache POIMarkItDown vs openpyxl

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	4% #43	11% #30	+7 pts
Best Python libraries for PowerPoint files	4% #32	6% #23	+2 pts

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

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