xlwings

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

Mention rate

51%of all answers on these questions

Best standing

#4of 42 on Best Python libraries for reading and editing Excel files

Buying questions

2where any model named it

Never named it

0of 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. Mistral Large 463%
2. Gemini 4 Argon56%
3. Claude Haiku 5.550%
4. GPT-6 Luna50%
5. DeepSeek V4 Pro50%
6. GLM-5.350%
7. Kimi K350%
8. MiniMax M350%
9. Qwen 3.8 Flash44%
10. Nemotron 3 Ultra44%

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 reading and editing Excel files 10

• Claude Haiku 5.5Drives the live Excel application, ideal for interactive workbook automation on Windows and macOS.
• GPT-6 LunaStrong Excel automation and editing when you need the actual desktop application.
• Gemini 4 ArgonBest for automating live Excel instances, executing VBA macros, and building custom add-ins.
• Qwen 3.8 FlashDrives live Excel app for full read/edit automation.
• DeepSeek V4 ProBest for automating Excel itself; uses COM on Windows, preserves macros and VBA.
• GLM-5.3Convenient, keeps formatting intact for in-place edits.
• Kimi K3Automates real Excel, enabling macros, formulas, and live workbook interaction.
• MiniMax M3Automates real Excel via COM, great for macros and VBA bridges.
• Mistral Large 4Powerful for controlling Excel via Python on Windows and Mac with VBA integration.
• Nemotron 3 UltraTop choice for Excel automation via Python

Best Python libraries for PowerPoint files 1

• Mistral Large 4Primarily for Excel but can embed and manipulate PowerPoint objects in Office workflows.

Against the competition

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

Best Python libraries for reading and editing Excel files

42 products named in 80 answers across 4 wordings

In nearly every answer

openpyxlpandasXlsxWriterxlrdxlwings

Contested

1. 6pyexcel78%
2. 7pyxlsb63%
3. 8xlwt60%
4. 9Python calamine43%
5. 10PyExcelerate25%

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. 33xlwings4%

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 reading and editing Excel files	100	100	100	88	100	100	100	100	100	88
Best Python libraries for PowerPoint 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 reading and editing Excel files	95	100	100	95
Best Python libraries for PowerPoint files		10	5

Head to head

Against the products named most often on the same questions

xlwings vs openpyxlxlwings vs pandasxlwings vs python-pptxxlwings vs XlsxWriterxlwings vs xlrdxlwings vs Aspose.Slides

Compare with another product

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