Mammoth

How often 10 AI models put Mammoth in their top ten, what they say about it, and which competitors they list, on the 1 buying question where it came up.

Mention rate

60%of all answers on this question

Best standing

#4of 66 on Best Python libraries for creating and editing Word files

Buying questions

1where any model named it

Outside every top ten

2of 10 models; counts below

Which models list it in their top ten

Share of each model's answers that put it in the top ten · The black tick marks the panel average

1. GPT-6 Luna100%
2. Gemini 4 Argon100%
3. DeepSeek V4.1 Flash100%
4. Nemotron 3.5 Super VL75%
5. Claude Haiku 5.563%
6. Kimi K363%
7. Mistral Large 463%
8. MiniMax M338%
9. Qwen 3.8 Flash0%
10. GLM-5.30%

Never put it in their top ten: Qwen 3.8 Flash (0 of 8 answers); GLM-5.3 (0 of 8 answers). These counts describe the recorded lists, not everything a model knows or would recommend.

What the models say

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

Best Python libraries for creating and editing Word files 8

• Claude Haiku 5.5Converts .docx to clean HTML or Markdown; excellent for extracting content.
• GPT-6 LunaA dependable choice for converting Word documents to clean HTML.
• Gemini 4 ArgonExcels at converting Word documents into clean, semantic HTML without inline styles.
• DeepSeek V4.1 FlashConverts .docx to clean HTML or Markdown; ideal for publishing workflows.
• Kimi K3Best for converting docx to clean HTML; simple API for content extraction.
• MiniMax M3Converts .docx files to clean HTML accurately.
• Mistral Large 4Excellent for converting .docx to HTML, not for editing.
• Nemotron 3.5 Super VLConverts Word docs to clean HTML

Against the competition

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

Best Python libraries for creating and editing Word files

66 products named in 80 answers across 4 wordings

In nearly every answer

python-docx

Contested

1. 2Aspose.Words80%
2. 3Spire.Doc78%
3. 4Mammoth60%
4. 5docxcompose59%
5. 6python-docx-template53%

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 V4.1 Flash	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3.5 Super VL
Best Python libraries for creating and editing Word files	63	100	100		100		63	38	63	75

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 creating and editing Word files	60	60	50	70

Head to head

Against the products named most often on the same questions

Mammoth vs python-docxMammoth vs Aspose.WordsMammoth vs Spire.DocMammoth vs docxcomposeMammoth vs python-docx-templateMammoth vs docxtpl

Compare with another product

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