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Claude 3.5 Haiku vs Codestral 2508

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Claude 3.5 Haiku and Codestral 2508.

Anthropic

Claude 3.5 Haiku

Claude 3.5 Haiku is the fast, cost-efficient member of the Claude 3.5 model family from Anthropic, built to deliver strong performance for coding, text processing, and multi-turn conversation at minimal inference cost. With a 200,000-token context window and pricing at $0.80/MTok for input, it is optimized for high-throughput, latency-sensitive production applications such as real-time chat interfaces, code completion tools, and classification systems. While smaller than its Sonnet and Opus siblings, Claude 3.5 Haiku retains Anthropic's strong alignment and safety properties, making it a reliable choice for consumer-facing AI features.

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Mistral

Codestral 2508

Mistral's cutting-edge language model for coding released end of July 2025. Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM), code correction and test generation. [Blog Post](https://mistral.ai/news/codestral-25-08)

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Technical Specifications

SpecificationClaude 3.5 HaikuCodestral 2508
ProviderAnthropicMistral
Context Window200,000 tokens256,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment ModelN/Aself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-11-042025-08-01

API Pricing Comparison

Input Price per Million Tokens

Claude 3.5 Haiku

$0.80

Codestral 2508

$0.30

Output Price per Million Tokens

Claude 3.5 Haiku

$4.00

Codestral 2508

$0.90

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
7520.0%vsN/A
Claude 3.5 Haiku
Codestral 2508
HumanEvalPython coding & logic synthesis
8810.0%vsN/A
Claude 3.5 Haiku
Codestral 2508
MATHComplex mathematical problem solving
5160.0%vsN/A
Claude 3.5 Haiku
Codestral 2508
GPQAGraduate-level expert reasoning
4150.0%vsN/A
Claude 3.5 Haiku
Codestral 2508
HellaSwagCommonsense reasoning and inference
8920.0%vsN/A
Claude 3.5 Haiku
Codestral 2508
MT-BenchMulti-turn conversation flow quality
850.0%vsN/A
Claude 3.5 Haiku
Codestral 2508

Claude 3.5 Haiku Quirks & Gotchas

No developer gotchas reported.

Codestral 2508 Quirks & Gotchas

No developer gotchas reported.