CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

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

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. Codestral 25.01 vs DeepSeek Coder V2

Pairwise benchmark snapshot · Aug 1, 2026

Codestral 25.01 vs DeepSeek Coder V2 benchmark

In this head-to-head showdown, DeepSeek Coder V2 delivers higher overall intelligence and human-preferred responses (Elo 1,365 vs 1,320), while DeepSeek Coder V2 leads in SWE-bench software engineering benchmarks (60.5%), while DeepSeek Coder V2 is more budget-friendly at $0.28/1M per 1M output tokens, while Codestral 25.01 provides faster response streaming (148 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: DeepSeek Coder V2 holds the advantage over Codestral 25.01 in overall benchmark performance and human evaluation rankings. Choose DeepSeek Coder V2 for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

Codestral 25.01 (3)DeepSeek Coder V2 (7)
Codestral 25.01
3 of 10 Wins
✓Time to first token✓Output speed✓Context window
DeepSeek Coder V2
7 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price
Mistral
Leads 3 of 10 metrics
Codestral 25.01

Mistral code-specialist model.

CodestralElo 1,320$0.9/1M out
DeepSeek
Leads 7 of 10 metrics
DeepSeek Coder V2

DeepSeek open-weight Mixture-of-Experts coding model supporting 338 programming languages and 128k context.

Elo 1,365$0.28/1M out

Mistral Series Lineage & Sibling Variants

2 models

Currently comparing Codestral 25.01 vs DeepSeek Coder V2. 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 LeaderDeepSeek Coder V2 Wins

DeepSeek Coder V2

Δ 45 Arena Elo pts

Throughput LeaderCodestral 25.01 Wins

Codestral 25.01

148 tok/s

Value per Dollar LeaderDeepSeek Coder V2 Wins

DeepSeek Coder V2

$0.28 / 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 (3)vsDeepSeek Coder V2 (7)
Codestral 25.01: 3W (30%)Overall: DeepSeek Coder V2DeepSeek Coder V2: 7W (70%)
← Codestral 25.01DeepSeek Coder V2 →
🏆DeepSeek Coder V2(5/5)

Intelligence & Reasoning

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

Benchmark
Codestral 25.01vsDeepSeek Coder V2
Preference Elo
1,320vs1,365+45
Coding Elo
1,402vs1,442+40
SWE-bench
51.8%vs60.5%+8.7%
LiveBench
54%vs58.6%+4.6%
GPQA Diamond
58.4%vs70.2%+11.8%
Codestral 25.01: 0WDeepSeek Coder V2: 5W
🏆Codestral 25.01(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Codestral 25.01vsDeepSeek Coder V2
Output speed
148 tok/svs75 tok/s+73 tok/s
Time to first token
150 msvs290 ms+140 ms
Codestral 25.01: 2WDeepSeek Coder V2: 0W
🏆DeepSeek Coder V2(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Codestral 25.01vsDeepSeek Coder V2
Output price
$0.9/1Mvs$0.28/1M+$0.62/1M
Input price
$0.3/1Mvs$0.14/1M+$0.16/1M
Context window
256kvs128k+128k
Codestral 25.01: 1WDeepSeek Coder V2: 2W

Side-by-Side Benchmark Matrix

Preference Elo+45
Codestral 25.011,320
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V21,365
seed-bootstrap · Aug 1, 2026
Coding Elo+40
Codestral 25.011,402
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V21,442
seed-bootstrap · Aug 1, 2026
LiveBench+4.6%
Codestral 25.0154%
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V258.6%
seed-bootstrap · Aug 1, 2026
SWE-bench+8.7%
Codestral 25.0151.8%
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V260.5%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+11.8%
Codestral 25.0158.4%
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V270.2%
seed-bootstrap · Aug 1, 2026
Time to first token+140 ms
Codestral 25.01150 ms
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V2290 ms
seed-bootstrap · Aug 1, 2026
Output speed+73 tok/s
Codestral 25.01148 tok/s
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V275 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.16/1M
Codestral 25.01$0.3/1M
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V2$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.62/1M
Codestral 25.01$0.9/1M
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V2$0.28/1M
seed-bootstrap · Aug 1, 2026
Context window+128k
Codestral 25.01256k
seed-bootstrap · Aug 1, 2026
DeepSeek Coder V2128k
seed-bootstrap · Aug 1, 2026
BenchmarkCodestral 25.01DeepSeek Coder V2Advantage Delta
Preference Elo
1,320
seed-bootstrap · Aug 1, 2026
1,365
seed-bootstrap · Aug 1, 2026
+45
Coding Elo
1,402
seed-bootstrap · Aug 1, 2026
1,442
seed-bootstrap · Aug 1, 2026
+40
LiveBench
54%
seed-bootstrap · Aug 1, 2026
58.6%
seed-bootstrap · Aug 1, 2026
+4.6%
SWE-bench
51.8%
seed-bootstrap · Aug 1, 2026
60.5%
seed-bootstrap · Aug 1, 2026
+8.7%
GPQA Diamond
58.4%
seed-bootstrap · Aug 1, 2026
70.2%
seed-bootstrap · Aug 1, 2026
+11.8%
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
75 tok/s
seed-bootstrap · Aug 1, 2026
+73 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.16/1M
Output price
$0.9/1M
seed-bootstrap · Aug 1, 2026
$0.28/1M
seed-bootstrap · Aug 1, 2026
+$0.62/1M
Context window
256k
seed-bootstrap · Aug 1, 2026
128k
seed-bootstrap · Aug 1, 2026
+128k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 62% with DeepSeek Coder V2
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
DeepSeek Coder V2$9.10 / mo
In: $4.9Out: $4.2
Estimated Cost Delta

DeepSeek Coder V2 is estimated to save $14.90/month ($179/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek Coder V2:Pick DeepSeek Coder V2 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
    DeepSeek Coder V2:Pick DeepSeek Coder V2 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsDeepSeek Coder V2

Higher SWE-bench (60.5%).

High-volume chatDeepSeek Coder V2

Lower output list price ($0.28/1M).

Voice / low-latency UICodestral 25.01

Lower TTFT (150 ms).

Long-document RAGCodestral 25.01

Larger window (256k).

Screenshots / visionDeepSeek Coder V2

DeepSeek Coder V2 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek Coder V2Higher SWE-bench (60.5%).
High-volume chatDeepSeek Coder V2Lower output list price ($0.28/1M).
Voice / low-latency UICodestral 25.01Lower TTFT (150 ms).
Long-document RAGCodestral 25.01Larger window (256k).
Screenshots / visionDeepSeek Coder V2DeepSeek Coder V2 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

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/codestral-25-vs-deepseek-coder-v2/opengraph-image

Save PNG

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
DeepSeek

DeepSeek Coder V2

Elo 1,365
SWE-bench60.5%
Speed (tok/s)75 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.28/1M

Frequently Asked Questions

Which is better overall, Codestral 25.01 or DeepSeek Coder V2?
DeepSeek Coder V2 has the higher preference Elo in our latest snapshot (1,365). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Codestral 25.01 or DeepSeek Coder V2?
DeepSeek Coder V2 leads SWE-bench at 60.5% vs 51.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek Coder V2 output tokens are $0.28/1M versus $0.9/1M. Input prices and retry rates still move the real bill.
Which is faster, Codestral 25.01 or DeepSeek Coder V2?
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 128k.
Can I self-host either model?
DeepSeek Coder V2 is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
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 DeepSeek Coder V2 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 DeepSeek Coder V2 matchups →
Codestral 25.01 vs Mistral Large 3 (next mistral)DeepSeek Coder V2 vs DeepSeek V3 (next deepseek)Mistral Large 3 vs DeepSeek Coder V2DeepSeek V4 Pro vs DeepSeek Coder V2DeepSeek V4 Flash vs DeepSeek Coder V2DeepSeek V3 vs Codestral 25.01