Model decision surface
Compare AI models
Start with LongCat 2.0 and o3 Pro, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.
Current public data
LongCat 2.0 vs o3 Pro
Live dataset updated 8/22/2026, 12:43:30 PM UTC
Open 1200×630 evidence receipt| Field | LongCat 2.0 Meituan | o3 Pro OpenAI |
|---|---|---|
| ModelCap position | #54 | #57 |
| Index score | 48.8 | 46.9 |
| Evidence | Measured1 public benchmark observation across 1 board | Measured1 public benchmark observation across 1 board |
| Input / 1M | $0.30 | $20.00 |
| Output / 1M | $1.20 | $80.00 |
| Pricing status | fresh | fresh |
| Context | 1M | 200K |
| Providers | 1 | 1 |
| Weight access | Open weights | API only |
Decision facts
- LongCat 2.0 is #54; o3 Pro is #57 on the same current language board.
- Index scores are 48.8 for LongCat 2.0 and 46.9 for o3 Pro.
- Both positions use Measured evidence.
- Listed output price per 1M tokens is $1.20 for LongCat 2.0 and $80.00 for o3 Pro.
- Published context is 1,048,756 tokens for LongCat 2.0 and 200,000 for o3 Pro.
- Weight access differs: LongCat 2.0 is open; o3 Pro is none.
These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.
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Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.