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Start with GPT-5.1-Codex-Max and MathForm 8B, 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-5.1-Codex-Max vs MathForm 8B
Live dataset updated 8/17/2026, 11:13:20 PM UTC
Open 1200×630 evidence receipt| Field | GPT-5.1-Codex-Max OpenAI | MathForm 8B Openbmb |
|---|---|---|
| ModelCap position | #109 | #106 |
| Index score | 22.5 | 22.5 |
| Evidence | Estimatedpublisher corpus prior · leave-one-anchor-out calibrated | Inheritedfinetune · finetune |
| Input / 1M | $1.25 | Unavailable |
| Output / 1M | $10.00 | Unavailable |
| Pricing status | fresh | unavailable |
| Context | 400K | — |
| Providers | 1 | 0 |
| Weight access | API only | Open weights |
Decision facts
- GPT-5.1-Codex-Max is #109; MathForm 8B is #106 on the same current language board.
- Index scores are 22.5 for GPT-5.1-Codex-Max and 22.5 for MathForm 8B.
- Evidence differs: GPT-5.1-Codex-Max is Estimated; MathForm 8B is Inherited.
- Weight access differs: GPT-5.1-Codex-Max is none; MathForm 8B is open.
- ModelCap currently lists 1 providers for GPT-5.1-Codex-Max and 0 for MathForm 8B.
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.