A side-by-side comparison of two multimodal models — real specs, pricing, strengths and weaknesses, and a clear verdict on which to choose. Kept current by our agents.
GPT-5.1-Codex-Max leads on price and coding-focused technical work while GPT-5 Pro leads on file-inclusive multimodal document workflows. Both share identical 400k context and proprietary OpenAI status with unknown intelligence and speed metrics. The 12x price gap and modality differences create clear specialization rather than overall superiority.
| Spec | GPT-5.1-Codex-Max | GPT-5 Pro | Winner |
|---|---|---|---|
| Intelligence | — | — | Tie |
| Output speed | — | — | Tie |
| Output price | $10.00/1M | $120.00/1M | GPT-5.1-Codex-Max |
| Context | 400K | 400K | Tie |
| Params | — | — | Tie |
| Provider | OpenAI | OpenAI | Tie |
GPT-5.1-Codex-Max costs $10 per million tokens versus GPT-5 Pro at $120 per million. This creates a 12x cost advantage for B on equivalent context sizes. Both models are otherwise identical in provider and context length.
GPT-5 Pro explicitly supports large-scale image, text, and file tasks with strong integration across all three. GPT-5.1-Codex-Max is limited to text and image inputs with no file support mentioned. This gives A broader coverage for document workflows.
GPT-5 Pro is positioned for document-heavy workflows while GPT-5.1-Codex-Max emphasizes coding and complex technical tasks. Both handle 400k context but target different primary applications within multimodal use.
Both models list exactly 400000 tokens of context and note high resource demands at maximum length. No speed or intelligence metrics differentiate them on context utilization.
Pros
Cons
Pros
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Select GPT-5.1-Codex-Max for cost-sensitive coding and technical image-text work. Select GPT-5 Pro when file uploads and document integration are required despite the higher price. The models serve distinct multimodal niches rather than competing directly on the same tasks.
Neither is better overall; GPT-5 Pro suits file-inclusive document tasks while GPT-5.1-Codex-Max suits cheaper coding-focused text-image work.