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Precision Benchmarks

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Every score has a dated snapshot.

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  3. Claude 3.5 Haiku vs Codestral 25.01

Pairwise benchmark snapshot · Aug 17, 2026

Claude 3.5 Haiku vs Codestral 25.01 benchmark

In this head-to-head showdown, Codestral 25.01 delivers higher overall intelligence and human-preferred responses (Elo 1,320 vs 1,224), while Codestral 25.01 leads in SWE-bench software engineering benchmarks (51.8%), while Codestral 25.01 is more budget-friendly at $0.9/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Codestral 25.01 holds the advantage over Claude 3.5 Haiku in overall benchmark performance and human evaluation rankings. Choose Codestral 25.01 for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Executive Verdict Summary

Codestral 25.01 holds empirical advantage (8 of 9 metrics)

Coding / SWESWE-bench
Codestral 25.01Top code solve rate
ReasoningGPQA / Live
Codestral 25.01Top logical accuracy
Best Value$/1M Tok
Codestral 25.01Lowest API billing cost
Speed / TokTok/Sec
Codestral 25.01Fastest stream rate

Verified Advantage Breakdown

9 benchmarks evaluated across capability, speed, and cost

Claude 3.5 Haiku (1)Codestral 25.01 (8)
Claude 3.5 Haiku
1 of 9 Wins
✓Time to first token
Codestral 25.01
8 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Output speed✓Input price✓Output price✓Context window
Anthropic
Leads 1 of 9
Claude 3.5 Haiku

Previous cheap Claude. Haiku 4.5 is the current $1/$5 SKU.

Elo 1,224In: $0.8 · Out: $4/1M
Mistral
Leads 8 of 9
Codestral 25.01

Mistral code-specialist model.

CodestralElo 1,320In: $0.3 · Out: $0.9/1M
Top Rival Showdowns for Claude 3.5 Haiku
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderCodestral 25.01 Wins

Codestral 25.01

Δ 96 Arena Elo pts

Throughput LeaderCodestral 25.01 Wins

Codestral 25.01

148 tok/s

Value per Dollar LeaderCodestral 25.01 Wins

Codestral 25.01

$0.9 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Claude 3.5 Haiku (1)vsCodestral 25.01 (9)
Claude 3.5 Haiku: 1W (10%)Overall: Codestral 25.01Codestral 25.01: 9W (90%)
← Claude 3.5 HaikuCodestral 25.01 →
🏆Codestral 25.01 Leads(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Claude 3.5 HaikuvsCodestral 25.01
Preference Elo
1,224vs1,320+96
Coding Elo
—vs1,402
SWE-bench
36.2%vs51.8%+15.6%
LiveBench
44.8%vs54%+9.2%
GPQA Diamond
54.1%vs58.4%+4.3%
Claude 3.5 Haiku: 0WCodestral 25.01: 5W
Tied (1-1)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.5 HaikuvsCodestral 25.01
Output speed
140 tok/svs148 tok/s+8 tok/s
Time to first token
110 msvs150 ms+40 ms
Claude 3.5 Haiku: 1WCodestral 25.01: 1W
🏆Codestral 25.01 Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.5 HaikuvsCodestral 25.01
Output price
$4/1Mvs$0.9/1M+$3.1/1M
Input price
$0.8/1Mvs$0.3/1M+$0.5/1M
Context window
200kvs256k+56k
Claude 3.5 Haiku: 0WCodestral 25.01: 3W

Side-by-Side Benchmark Matrix

Claude 3.5 HaikuCodestral 25.01
Preference EloCodestral 25.01 +96
Claude 3.5 Haiku1,224
Codestral 25.011,320
Coding Elo
Claude 3.5 Haiku—
Codestral 25.011,402
LiveBenchCodestral 25.01 +9.2%
Claude 3.5 Haiku44.8%
Codestral 25.0154%
SWE-benchCodestral 25.01 +15.6%
Claude 3.5 Haiku36.2%
Codestral 25.0151.8%
GPQA DiamondCodestral 25.01 +4.3%
Claude 3.5 Haiku54.1%
Codestral 25.0158.4%
Time to first tokenClaude 3.5 Haiku +40 ms
Claude 3.5 Haiku110 ms
Codestral 25.01150 ms
Output speedCodestral 25.01 +8 tok/s
Claude 3.5 Haiku140 tok/s
Codestral 25.01148 tok/s
Input priceCodestral 25.01 +$0.5/1M
Claude 3.5 Haiku$0.8/1M
Codestral 25.01$0.3/1M
Output priceCodestral 25.01 +$3.1/1M
Claude 3.5 Haiku$4/1M
Codestral 25.01$0.9/1M
Context windowCodestral 25.01 +56k
Claude 3.5 Haiku200k
Codestral 25.01256k
BenchmarkClaude 3.5 HaikuCodestral 25.01Advantage Delta
Preference Elo
1,224
lmarena · Aug 17, 2026
1,320
lmarena · Aug 17, 2026
+96
Coding Elo—
1,402
lmarena · Aug 17, 2026
—
LiveBench
44.8%
livebench · Aug 17, 2026
54%
livebench · Aug 17, 2026
+9.2%
SWE-bench
36.2%
swebench · Aug 17, 2026
51.8%
swebench · Aug 17, 2026
+15.6%
GPQA Diamond
54.1%
seed-bootstrap · Aug 1, 2026
58.4%
seed-bootstrap · Aug 1, 2026
+4.3%
Time to first token
110 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+40 ms
Output speed
140 tok/s
seed-bootstrap · Aug 1, 2026
148 tok/s
seed-bootstrap · Aug 1, 2026
+8 tok/s
Input price
$0.8/1M
seed-bootstrap · Aug 1, 2026
$0.3/1M
seed-bootstrap · Aug 1, 2026
+$0.5/1M
Output price
$4/1M
seed-bootstrap · Aug 1, 2026
$0.9/1M
seed-bootstrap · Aug 1, 2026
+$3.1/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
256k
seed-bootstrap · Aug 1, 2026
+56k

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save 73% with Codestral 25.01
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude 3.5 Haiku$88.00 / mo
In: $28Out: $60
Codestral 25.01$24.00 / mo
In: $10.5Out: $13.5
Estimated Cost Delta

Codestral 25.01 is estimated to save $64.00/month ($768/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Codestral 25.01:Pick Codestral 25.01 when repo-level coding accuracy is the constraint.
  • 2
    Claude 3.5 Haiku:Pick Claude 3.5 Haiku when time-to-first-token matters more than peak Elo.
  • 3
    Codestral 25.01:Pick Codestral 25.01 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsCodestral 25.01

Higher SWE-bench (51.8%).

High-volume chatCodestral 25.01

Lower output list price ($0.9/1M).

Voice / low-latency UIClaude 3.5 Haiku

Lower TTFT (110 ms).

Long-document RAGCodestral 25.01

Larger window (256k).

Screenshots / visionClaude 3.5 Haiku

Claude 3.5 Haiku is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsCodestral 25.01Higher SWE-bench (51.8%).
High-volume chatCodestral 25.01Lower output list price ($0.9/1M).
Voice / low-latency UIClaude 3.5 HaikuLower TTFT (110 ms).
Long-document RAGCodestral 25.01Larger window (256k).
Screenshots / visionClaude 3.5 HaikuClaude 3.5 Haiku is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchJan 14, 2025

Codestral 25.01: Mistral’s code-specialist row

Jan 2025 code model. Still a valid cheap-coding compare. Not a chatbot.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude 3.5 Haiku

Elo 1,224
SWE-bench36.2%
Speed (tok/s)140 tok/s
Input / 1M Tokens$0.8/1M
Output / 1M Tokens$4/1M
Mistral

Codestral 25.01

Elo 1,320
SWE-bench51.8%
Speed (tok/s)148 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$0.9/1M

Frequently Asked Questions

Which is better overall, Claude 3.5 Haiku or Codestral 25.01?
Codestral 25.01 has the higher preference Elo in our latest snapshot (1,320). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude 3.5 Haiku or Codestral 25.01?
Codestral 25.01 leads SWE-bench at 51.8% vs 36.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Codestral 25.01 output tokens are $0.9/1M versus $4/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.5 Haiku or Codestral 25.01?
Claude 3.5 Haiku has the lower time-to-first-token (110 ms vs 150 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Codestral 25.01 accepts 256k tokens versus 200k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Claude 3.5 Haiku and Codestral 25.01 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Jan 14, 2025

    Codestral 25.01: Mistral’s code-specialist row

Similar Head-to-Head Comparisons

All Claude 3.5 Haiku matchups →|All Codestral 25.01 matchups →
Claude 3.5 Haiku vs Claude Haiku 4.5 (next haiku)Codestral 25.01 vs Mistral Large 3 (next mistral)Claude Opus 4.5 vs Codestral 25.01Claude Opus 4.6 vs Codestral 25.01Claude Sonnet 4.5 vs Codestral 25.01Claude Opus 5 vs Codestral 25.01