Codestral vs o3: Detailed Comparison

Choosing between Codestral (Mistral AI) and o3 (OpenAI) comes down to three things: per-token pricing, context window, and which capability matters most for your workload. Codestral costs $0.20/M input vs $2.00/M for o3; context windows are 32K vs 200K tokens. Detailed breakdown below.

Side-by-side specs

SpecCodestralo3
ProviderMistral AIOpenAI
Released2024-05-292025-04-16
Input price $0.20/M $2.00/M
Output price $0.60/M $8.00/M
Cached input $0.5000/M
Context window 32K 200K
Max output 4K 100K
Modalities text text image
Tokenizer mistral o200k_base

Capability matrix

CapabilityCodestralo3
function calling Yes Yes
json mode Yes Yes
streaming Yes No
code Yes No
vision No Yes
reasoning No Yes

Benchmark comparison

Higher is better for all benchmarks shown.

BenchmarkCategoryCodestralo3Δ
GPQA Diamond reasoning 83.3
SWE-bench Verified coding 71.7
AIME 2025 math 88.9

Per-call cost on typical workloads

Workload (in/out tokens)Codestralo3Cheaper by
Standard chat (1K / 500) $0.000500 $0.006000 Codestral by $0.005500
RAG (4K / 500) $0.001100 $0.012000 Codestral by $0.010900
Long doc (20K / 1K) $0.004600 $0.048000 Codestral by $0.043400
Very long context (100K / 2K) $0.020900 $0.212000 Codestral by $0.191100

When to choose Codestral over o3

  • Per-token input cost is 90% lower — meaningful for high-volume workloads.
  • Supports streaming — o3 does not.
  • Supports code — o3 does not.

When to choose o3 over Codestral

  • Larger context window (200K vs 32K).
  • Supports vision — Codestral does not.
  • Supports reasoning — Codestral does not.

Related comparisons