pandasvsxlwings
How 10 AI models weigh pandas against xlwings on the 2 buying questions where both came up.
- pandas
- 53%of answers named it
- xlwings
- 51%of answers named it
- Placed higher
- 43–2times pandas vs xlwings, over 45 model rankings that listed either
- Models leaning
- 10–0toward pandas vs xlwings
Which models prefer which
Share of each model's answers that named each product, and how often its ranking put one above the other (a product listed beats one left off) · On the 2 shared questions, every wording
| Model | pandas | xlwings | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 56% | 50% | 4–0 | pandas |
| GPT-6 Luna | 63% | 50% | 6–0 | pandas |
| Gemini 4 Argon | 50% | 56% | 4–1 | pandas |
| Qwen 3.8 Flash | 50% | 44% | 4–0 | pandas |
| DeepSeek V4 Pro | 56% | 50% | 5–0 | pandas |
| GLM-5.3 | 50% | 50% | 4–0 | pandas |
| Kimi K3 | 50% | 50% | 4–0 | pandas |
| MiniMax M3 | 56% | 50% | 4–0 | pandas |
| Mistral Large 4 | 50% | 63% | 4–1 | pandas |
| Nemotron 3 Ultra | 50% | 44% | 4–0 | pandas |
What the models say about pandas
One reason per model, from the shared questions
- Claude Haiku 5.5
Best for data analysis; reads and writes Excel via openpyxl or xlsxwriter engines.
- GPT-6 Luna
Excellent for tabular imports, transformations, and exports, especially alongside openpyxl.
- Gemini 4 Argon
Unmatched data analysis capabilities with effortless reading and writing via unified Excel wrappers.
- Qwen 3.8 Flash
Most common way to read Excel into dataframes; edit via export.
- DeepSeek V4 Pro
Unmatched for data analysis, bulk reading, and quick Excel I/O via its ExcelWriter.
- GLM-5.3
Great for data analysis; converts Excel to dataframes easily.
- Kimi K3
Best for data analysis workflows; read_excel/to_excel cover most practical needs.
- MiniMax M3
Excel I/O built-in, ideal for data analysis workflows.
- Mistral Large 4
Essential for Excel data analysis; read_excel and to_excel are incredibly convenient.
- Nemotron 3 Ultra
Best for data analysis workflows with Excel I/O
What the models say about xlwings
One reason per model, from the shared questions
- Claude Haiku 5.5
Drives the live Excel application, ideal for interactive workbook automation on Windows and macOS.
- GPT-6 Luna
Strong Excel automation and editing when you need the actual desktop application.
- Gemini 4 Argon
Best for automating live Excel instances, executing VBA macros, and building custom add-ins.
- Qwen 3.8 Flash
Drives live Excel app for full read/edit automation.
- DeepSeek V4 Pro
Best for automating Excel itself; uses COM on Windows, preserves macros and VBA.
- GLM-5.3
Convenient, keeps formatting intact for in-place edits.
- Kimi K3
Automates real Excel, enabling macros, formulas, and live workbook interaction.
- MiniMax M3
Automates real Excel via COM, great for macros and VBA bridges.
- Mistral Large 4
Powerful for controlling Excel via Python on Windows and Mac with VBA integration.
- Nemotron 3 Ultra
Top choice for Excel automation via Python
Tracked since October 25, 2026. Each time the panel answers these questions again, both shares are added here.
Question by question
Share of all answers that named each, every wording pooled, with its place among every product named · Both-named questions first
| Question | pandas | xlwings |
|---|---|---|
| Best Python libraries for reading and editing Excel files | 100% #1 | 98% #4 |
| Best Python libraries for PowerPoint files | 6% #23 | 4% #33 |