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Precision Benchmarks

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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. Codestral 25.01 vs GPT-4 Turbo

Pairwise benchmark snapshot · Aug 17, 2026

Codestral 25.01 vs GPT-4 Turbo benchmark

In this head-to-head showdown, Codestral 25.01 delivers higher overall intelligence and human-preferred responses (Elo 1,320 vs 1,255), 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 GPT-4 Turbo 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 (9 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

Codestral 25.01 (9)GPT-4 Turbo (0)
Codestral 25.01
9 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price✓Context window
GPT-4 Turbo
0 of 9 Wins
Competitive baseline across remaining benchmarks
Mistral
Leads 9 of 9
Codestral 25.01

Mistral code-specialist model.

CodestralElo 1,320In: $0.3 · Out: $0.9/1M
OpenAI
GPT-4 Turbo

GPT-4 Turbo 128k. Historical flagship for gpt-4 turbo vs gpt-4o / gpt-5.

Elo 1,255In: $10 · Out: $30/1M

Mistral Series Lineage & Sibling Variants

2 models

Currently comparing Codestral 25.01 vs GPT-4 Turbo. Alternative family tiers available.

Active: Codestral 25.01
Mistral Large 3$6
Top Rival Showdowns for Codestral 25.01
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderCodestral 25.01 Wins

Codestral 25.01

Δ 65 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.

Codestral 25.01 (10)vsGPT-4 Turbo (0)
Codestral 25.01: 10W (100%)Overall: Codestral 25.01GPT-4 Turbo: 0W (0%)
← Codestral 25.01GPT-4 Turbo →
🏆Codestral 25.01 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
Codestral 25.01vsGPT-4 Turbo
Preference Elo
1,320vs1,255+65
Coding Elo
1,402vs—
SWE-bench
51.8%vs33.2%+18.6%
LiveBench
54%vs47%+7%
GPQA Diamond
58.4%vs48%+10.4%
Codestral 25.01: 5WGPT-4 Turbo: 0W
🏆Codestral 25.01 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Codestral 25.01vsGPT-4 Turbo
Output speed
148 tok/svs55 tok/s+93 tok/s
Time to first token
150 msvs350 ms+200 ms
Codestral 25.01: 2WGPT-4 Turbo: 0W
🏆Codestral 25.01 Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Codestral 25.01vsGPT-4 Turbo
Output price
$0.9/1Mvs$30/1M+$29.1/1M
Input price
$0.3/1Mvs$10/1M+$9.7/1M
Context window
256kvs128k+128k
Codestral 25.01: 3WGPT-4 Turbo: 0W

Side-by-Side Benchmark Matrix

Codestral 25.01GPT-4 Turbo
Preference EloCodestral 25.01 +65
Codestral 25.011,320
GPT-4 Turbo1,255
Coding Elo
Codestral 25.011,402
GPT-4 Turbo—
LiveBenchCodestral 25.01 +7%
Codestral 25.0154%
GPT-4 Turbo47%
SWE-benchCodestral 25.01 +18.6%
Codestral 25.0151.8%
GPT-4 Turbo33.2%
GPQA DiamondCodestral 25.01 +10.4%
Codestral 25.0158.4%
GPT-4 Turbo48%
Time to first tokenCodestral 25.01 +200 ms
Codestral 25.01150 ms
GPT-4 Turbo350 ms
Output speedCodestral 25.01 +93 tok/s
Codestral 25.01148 tok/s
GPT-4 Turbo55 tok/s
Input priceCodestral 25.01 +$9.7/1M
Codestral 25.01$0.3/1M
GPT-4 Turbo$10/1M
Output priceCodestral 25.01 +$29.1/1M
Codestral 25.01$0.9/1M
GPT-4 Turbo$30/1M
Context windowCodestral 25.01 +128k
Codestral 25.01256k
GPT-4 Turbo128k
BenchmarkCodestral 25.01GPT-4 TurboAdvantage Delta
Preference Elo
1,320
lmarena · Aug 17, 2026
1,255
lmarena · Aug 17, 2026
+65
Coding Elo
1,402
lmarena · Aug 17, 2026
——
LiveBench
54%
livebench · Aug 17, 2026
47%
livebench · Aug 17, 2026
+7%
SWE-bench
51.8%
swebench · Aug 17, 2026
33.2%
swebench · Aug 17, 2026
+18.6%
GPQA Diamond
58.4%
seed-bootstrap · Aug 1, 2026
48%
seed-bootstrap · Aug 1, 2026
+10.4%
Time to first token
150 ms
seed-bootstrap · Aug 1, 2026
350 ms
seed-bootstrap · Aug 1, 2026
+200 ms
Output speed
148 tok/s
seed-bootstrap · Aug 1, 2026
55 tok/s
seed-bootstrap · Aug 1, 2026
+93 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$10/1M
openrouter · Aug 17, 2026
+$9.7/1M
Output price
$0.9/1M
seed-bootstrap · Aug 1, 2026
$30/1M
openrouter · Aug 17, 2026
+$29.1/1M
Context window
256k
seed-bootstrap · Aug 1, 2026
128k
openrouter · Aug 17, 2026
+128k

Workload Cost & Savings Calculator

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

Save 97% 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)
Codestral 25.01$24.00 / mo
In: $10.5Out: $13.5
GPT-4 Turbo$800.00 / mo
In: $350Out: $450
Estimated Cost Delta

Codestral 25.01 is estimated to save $776.00/month ($9,312/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
    Codestral 25.01:Pick Codestral 25.01 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 UICodestral 25.01

Lower TTFT (150 ms).

Long-document RAGCodestral 25.01

Larger window (256k).

Screenshots / visionGPT-4 Turbo

GPT-4 Turbo 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 UICodestral 25.01Lower TTFT (150 ms).
Long-document RAGCodestral 25.01Larger window (256k).
Screenshots / visionGPT-4 TurboGPT-4 Turbo 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.

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
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
OpenAI

GPT-4 Turbo

Elo 1,255
SWE-bench33.2%
Speed (tok/s)55 tok/s
Input / 1M Tokens$10/1M
Output / 1M Tokens$30/1M

Frequently Asked Questions

Which is better overall, Codestral 25.01 or GPT-4 Turbo?
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, Codestral 25.01 or GPT-4 Turbo?
Codestral 25.01 leads SWE-bench at 51.8% vs 33.2%. 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 $30/1M. Input prices and retry rates still move the real bill.
Which is faster, Codestral 25.01 or GPT-4 Turbo?
Codestral 25.01 has the lower time-to-first-token (150 ms vs 350 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 128k.
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. Codestral 25.01 and GPT-4 Turbo 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 Codestral 25.01 matchups →|All GPT-4 Turbo matchups →
Codestral 25.01 vs Mistral Large 3 (next mistral)GPT-4 Turbo vs GPT-4o (next gpt-flagship)GPT-5 vs Codestral 25.01GPT-4.5 Orion vs Codestral 25.01GPT-5.6 Sol vs Codestral 25.01GPT-5.6 Terra vs Codestral 25.01