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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 OpenAI o3-mini

Pairwise benchmark snapshot · Aug 1, 2026

Codestral 25.01 vs OpenAI o3-mini benchmark

In this head-to-head showdown, OpenAI o3-mini delivers higher overall intelligence and human-preferred responses (Elo 1,560 vs 1,320), while OpenAI o3-mini leads in SWE-bench software engineering benchmarks (78.5%), 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: Choose OpenAI o3-mini if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Codestral 25.01 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

Codestral 25.01 (5)OpenAI o3-mini (5)
Codestral 25.01
5 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price✓Context window
OpenAI o3-mini
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond
Mistral
Leads 5 of 10 metrics
Codestral 25.01

Mistral code-specialist model.

CodestralElo 1,320$0.9/1M out
OpenAI
Leads 5 of 10 metrics
OpenAI o3-mini

OpenAI cost-efficient reasoning model with adjustable thinking effort and top coding benchmark scores.

o3-miniElo 1,560$4.4/1M out

Mistral Series Lineage & Sibling Variants

2 models

Currently comparing Codestral 25.01 vs OpenAI o3-mini. Alternative family tiers available.

Active: Codestral 25.01
Mistral Large 3$6

OpenAI o3-mini Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
290 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$8.47
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
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 LeaderOpenAI o3-mini Wins

OpenAI o3-mini

Δ 240 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 Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

Codestral 25.01 (5)vsOpenAI o3-mini (5)
Codestral 25.01: 5W (50%)Overall: Even matchupOpenAI o3-mini: 5W (50%)
← Codestral 25.01OpenAI o3-mini →
🏆OpenAI o3-mini(5/5)

Intelligence & Reasoning

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

Benchmark
Codestral 25.01vsOpenAI o3-mini
Preference Elo
1,320vs1,560+240
Coding Elo
1,402vs1,585+183
SWE-bench
51.8%vs78.5%+26.7%
LiveBench
54%vs72.4%+18.4%
GPQA Diamond
58.4%vs87.2%+28.8%
Codestral 25.01: 0WOpenAI o3-mini: 5W
🏆Codestral 25.01(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Codestral 25.01vsOpenAI o3-mini
Output speed
148 tok/svs92 tok/s+56 tok/s
Time to first token
150 msvs290 ms+140 ms
Codestral 25.01: 2WOpenAI o3-mini: 0W
🏆Codestral 25.01(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Codestral 25.01vsOpenAI o3-mini
Output price
$0.9/1Mvs$4.4/1M+$3.5/1M
Input price
$0.3/1Mvs$1.1/1M+$0.8/1M
Context window
256kvs200k+56k
Codestral 25.01: 3WOpenAI o3-mini: 0W

Side-by-Side Benchmark Matrix

Preference Elo+240
Codestral 25.011,320
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini1,560
seed-bootstrap · Aug 1, 2026
Coding Elo+183
Codestral 25.011,402
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini1,585
seed-bootstrap · Aug 1, 2026
LiveBench+18.4%
Codestral 25.0154%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini72.4%
seed-bootstrap · Aug 1, 2026
SWE-bench+26.7%
Codestral 25.0151.8%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini78.5%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+28.8%
Codestral 25.0158.4%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini87.2%
seed-bootstrap · Aug 1, 2026
Time to first token+140 ms
Codestral 25.01150 ms
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini290 ms
seed-bootstrap · Aug 1, 2026
Output speed+56 tok/s
Codestral 25.01148 tok/s
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini92 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.8/1M
Codestral 25.01$0.3/1M
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini$1.1/1M
seed-bootstrap · Aug 1, 2026
Output price+$3.5/1M
Codestral 25.01$0.9/1M
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini$4.4/1M
seed-bootstrap · Aug 1, 2026
Context window+56k
Codestral 25.01256k
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini200k
seed-bootstrap · Aug 1, 2026
BenchmarkCodestral 25.01OpenAI o3-miniAdvantage Delta
Preference Elo
1,320
seed-bootstrap · Aug 1, 2026
1,560
seed-bootstrap · Aug 1, 2026
+240
Coding Elo
1,402
seed-bootstrap · Aug 1, 2026
1,585
seed-bootstrap · Aug 1, 2026
+183
LiveBench
54%
seed-bootstrap · Aug 1, 2026
72.4%
seed-bootstrap · Aug 1, 2026
+18.4%
SWE-bench
51.8%
seed-bootstrap · Aug 1, 2026
78.5%
seed-bootstrap · Aug 1, 2026
+26.7%
GPQA Diamond
58.4%
seed-bootstrap · Aug 1, 2026
87.2%
seed-bootstrap · Aug 1, 2026
+28.8%
Time to first token
150 ms
seed-bootstrap · Aug 1, 2026
290 ms
seed-bootstrap · Aug 1, 2026
+140 ms
Output speed
148 tok/s
seed-bootstrap · Aug 1, 2026
92 tok/s
seed-bootstrap · Aug 1, 2026
+56 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 1, 2026
+$0.8/1M
Output price
$0.9/1M
seed-bootstrap · Aug 1, 2026
$4.4/1M
seed-bootstrap · Aug 1, 2026
+$3.5/1M
Context window
256k
seed-bootstrap · Aug 1, 2026
200k
seed-bootstrap · Aug 1, 2026
+56k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 77% 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
OpenAI o3-mini$104.50 / mo
In: $38.5Out: $66
Estimated Cost Delta

Codestral 25.01 is estimated to save $80.50/month ($966/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    OpenAI o3-mini:Pick OpenAI o3-mini when repo-level coding accuracy is the constraint.
  • 2
    Codestral 25.01:Pick Codestral 25.01 when you are optimizing output cost.
  • 3
    Codestral 25.01:Pick Codestral 25.01 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsOpenAI o3-mini

Higher SWE-bench (78.5%).

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 / visionOpenAI o3-mini

OpenAI o3-mini is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsOpenAI o3-miniHigher SWE-bench (78.5%).
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 / visionOpenAI o3-miniOpenAI o3-mini 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.

Community Sentiment

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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

OpenAI o3-mini

Elo 1,560
SWE-bench78.5%
Speed (tok/s)92 tok/s
Input / 1M Tokens$1.1/1M
Output / 1M Tokens$4.4/1M

Frequently Asked Questions

Which is better overall, Codestral 25.01 or OpenAI o3-mini?
OpenAI o3-mini has the higher preference Elo in our latest snapshot (1,560). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Codestral 25.01 or OpenAI o3-mini?
OpenAI o3-mini leads SWE-bench at 78.5% vs 51.8%. 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 $4.4/1M. Input prices and retry rates still move the real bill.
Which is faster, Codestral 25.01 or OpenAI o3-mini?
Codestral 25.01 has the lower time-to-first-token (150 ms vs 290 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. Codestral 25.01 and OpenAI o3-mini 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 OpenAI o3-mini matchups →
Codestral 25.01 vs Mistral Large 3 (next mistral)OpenAI o3-mini vs OpenAI o1-mini (previous gpt-mini)OpenAI o3-mini vs GPT-5 mini (next gpt-mini)Mistral Large 3 vs OpenAI o3-miniGPT-5 vs OpenAI o3-miniGPT-4.5 Orion vs OpenAI o3-mini