PyExcelerate

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

Mention rate

25%of all answers on this question

Best standing

#10of 42 on Best Python libraries for reading and editing Excel 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. Qwen 3.8 Flash63%
2. Nemotron 3 Ultra63%
3. Claude Haiku 5.538%
4. GPT-6 Luna25%
5. GLM-5.325%
6. MiniMax M325%
7. DeepSeek V4 Pro13%
8. Gemini 4 Argon0%
9. Kimi K30%
10. Mistral Large 40%

Never named it: Gemini 4 Argon Kimi K3 Mistral Large 4

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 3

• GPT-6 LunaUseful for rapidly writing large spreadsheets, though less feature-rich for editing existing files.
• Qwen 3.8 FlashFast writer for large datasets, though less feature-rich.
• Nemotron 3 UltraFastest for writing large Excel files

Against the competition

Each question's products ranked by the share of all answers that named them, PyExcelerate 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%

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	38	25		63	13	25		25		63

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	25	20	20	35

Head to head

Against the products named most often on the same questions

PyExcelerate vs openpyxlPyExcelerate vs pandasPyExcelerate vs XlsxWriterPyExcelerate vs xlrdPyExcelerate vs xlwingsPyExcelerate vs pyexcel

Compare with another product

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