Model decision surface
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Start with GPT-4o (2024-11-20) and o3, 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
GPT-4o (2024-11-20) vs o3
Live dataset updated 8/17/2026, 11:13:20 PM UTC
Open 1200×630 evidence receipt| Field | GPT-4o (2024-11-20) OpenAI | o3 OpenAI |
|---|---|---|
| ModelCap position | #108 | #38 |
| Index score | 22.5 | 55.1 |
| Evidence | Estimatedpublisher corpus prior · leave-one-anchor-out calibrated | Measured4 public benchmark observations across 4 boards |
| Input / 1M | $2.50 | $2.00 |
| Output / 1M | $10.00 | $8.00 |
| Pricing status | fresh | fresh |
| Context | 128K | 200K |
| Providers | 1 | 1 |
| Weight access | API only | API only |
Decision facts
- GPT-4o (2024-11-20) is #108; o3 is #38 on the same current language board.
- Index scores are 22.5 for GPT-4o (2024-11-20) and 55.1 for o3.
- Evidence differs: GPT-4o (2024-11-20) is Estimated; o3 is Measured.
- Listed output price per 1M tokens is $10.00 for GPT-4o (2024-11-20) and $8.00 for o3.
- Published context is 128,000 tokens for GPT-4o (2024-11-20) and 200,000 for o3.
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.