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Compare / head-to-head

CodestralvsGPT-6 Astra

Codestral and GPT-6 Astra do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Codestral is 50x cheaper per token. GPT-6 Astra has the larger context window (1.1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0
no overlap yet
Cheaper per token
Codestral
50x cheaper, input + output
Larger context
GPT-6 Astra
1.1M tokens
Provider uptime (30d)
100% · 95.5556%
Mistral AI · OpenAI
Codestral
Mistral AI · released 2025-01-13
text
Context
256K
Max out
Input /1M
$0.3
Output /1M
$0.9
Cached /1M
$0.03
Scores
1 · 1 core
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Context
1.1M
Max out
128K
Input /1M
$10
Output /1M
$50
Cached /1M
$1
Scores
8 · 5 core
Quality

Benchmark matrix

BenchmarkCodestralGPT-6 AstraΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Codestral reports · 1
HumanEval86.6% not reported
Only GPT-6 Astra reports · 7
GPQA Diamondnot reported96%
AutomationBenchnot reported41.4%
FrontierMath Tier 4 v2 (Epoch AI run)not reported97.6% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported93.7% epoch
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported100% epoch
SimpleQA Verifiednot reported75.6% epoch
Terminal-Bench Science 0.1not reported64.6%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Codestral minus GPT-6 Astra in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecCodestralGPT-6 AstraEdge
Context window256K tokens1.1M tokensGPT-6 Astra
Max output128K tokens
Input price / 1M$0.3 $10 Codestral
Output price / 1M$0.9 $50 Codestral
Cached input / 1M$0.03 $1 Codestral
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.2$60Codestral
Modalitiestexttext · visionGPT-6 Astra
Released2025-01-132026-09-03
Cited benchmark scores18
Reliability

Provider status

All providers
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Which one wins on your data?

Public benchmarks are a starting point. Run Codestral and GPT-6 Astra on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.