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  3. DeepSeek Coder V2 vs DeepSeek V4 Pro

Pairwise benchmark snapshot · Aug 16, 2026

DeepSeek Coder V2 vs DeepSeek V4 Pro benchmark

This page compares DeepSeek Coder V2 (DeepSeek) and DeepSeek V4 Pro (DeepSeek) using the latest snapshots we have as of Aug 16, 2026. On preference Elo, DeepSeek V4 Pro is ahead by 171 points (1,536 vs 1,365; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, DeepSeek V4 Pro resolves 71.6% versus 60.5% (seed-bootstrap (Aug 1, 2026)). DeepSeek Coder V2 streams faster (75 tok/s) while DeepSeek Coder V2 is the cheaper output token ($0.28/1M). DeepSeek V4 Pro has the larger context window (1M tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

Quick answer

DeepSeek Coder V2 vs DeepSeek V4 Pro is a dated snapshot, not a lab score. DeepSeek V4 Pro leads preference Elo (1,536 vs 1,365). DeepSeek V4 Pro leads SWE-bench coding. DeepSeek Coder V2 is the cheaper output token. Elo is crowd preference, not an exam. Pick the column that matches the job.
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DeepSeek

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

DeepSeek

DeepSeek V4 Pro

Open-weight-adjacent DeepSeek flagship. High reasoning density per dollar.

Elo 1,536$0.87/1M out

Swap or Add Any Model to this Matchup

Instant pairwise benchmark recalculation across 400+ LLMs

Model A
Model B
Quick vs:vs Claude Opus 4.5vs Claude Opus 4.6vs Claude Sonnet 4.5vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

DeepSeek Coder V2 (4)vsDeepSeek V4 Pro (6)
DeepSeek Coder V2: 4W (40%)Overall: DeepSeek V4 ProDeepSeek V4 Pro: 6W (60%)
← DeepSeek Coder V2DeepSeek V4 Pro →
DeepSeek V4 Pro (5/5)

Intelligence & Reasoning

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

Preference Elo
1,365vs1,536
Coding Elo
1,442vs1,544
SWE-bench
60.5%vs71.6%
LiveBench
58.6%vs70.1%
GPQA Diamond
70.2%vs84%
DeepSeek Coder V2: 0WDeepSeek V4 Pro: 5W
DeepSeek Coder V2 (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
75 tok/svs70 tok/s
Time to first token
290 msvs410 ms
DeepSeek Coder V2: 2WDeepSeek V4 Pro: 0W
DeepSeek Coder V2 (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$0.28/1Mvs$0.87/1M
Input price
$0.14/1Mvs$0.44/1M
Context window
128kvs1M
DeepSeek Coder V2: 2WDeepSeek V4 Pro: 1W
Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageDeepSeek V4 Pro 4/6
Preference Elo

DeepSeek V4 Pro

171 pts advantage

Throughput Speed

DeepSeek Coder V2

5 tok/s faster

Price Efficiency

DeepSeek Coder V2

$0.59/1M cheaper

Full Benchmark Score Matrix

—
Elo
High is better
1,365
EloHigh is better
1,536+13%
Code Elo
High is better
1,442
Code EloHigh is better
1,544+7%
LiveBench
High is better
58.6%
LiveBenchHigh is better
70.1%+20%
SWE-bench
High is better
60.5%
SWE-benchHigh is better
71.6%+18%
GPQA
High is better
70.2%
GPQAHigh is better
84%+20%
TTFT
Low is better
+41%290 ms
TTFTLow is better
410 ms
Speed
High is better
+7%75 tok/s
SpeedHigh is better
70 tok/s
In $
Low is better
+211%$0.14/1M
In $Low is better
$0.44/1M
Out $
Low is better
+211%$0.28/1M
Out $Low is better
$0.87/1M
Context
High is better
128k
ContextHigh is better
1M+719%
Interactive Simulator

Workload Cost & Savings Calculator

Simulate monthly production API costs based on published $/1M tokens.

Save up to 68% 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)
DeepSeek Coder V2$9.10 / mo
In: $4.90Out: $4.20
DeepSeek V4 Pro$28.28 / mo
In: $15.22Out: $13.05
Estimated Cost Delta

DeepSeek Coder V2 is estimated to save $19.17/month ($230/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek V4 Pro:Pick DeepSeek V4 Pro when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek Coder V2:Pick DeepSeek Coder V2 when you are optimizing output cost.
  • 3
    DeepSeek Coder V2:Pick DeepSeek Coder V2 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsDeepSeek V4 Pro

Higher SWE-bench (71.6%).

High-volume chatDeepSeek Coder V2

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

Voice / low-latency UIDeepSeek Coder V2

Lower TTFT (290 ms).

Long-document RAGDeepSeek V4 Pro

Larger window (1M).

Screenshots / visionDeepSeek V4 Pro

DeepSeek V4 Pro is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek V4 ProHigher SWE-bench (71.6%).
High-volume chatDeepSeek Coder V2Lower output list price ($0.28/1M).
Voice / low-latency UIDeepSeek Coder V2Lower TTFT (290 ms).
Long-document RAGDeepSeek V4 ProLarger window (1M).
Screenshots / visionDeepSeek V4 ProDeepSeek V4 Pro is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareJun 13, 2026

DeepSeek vs Claude: the cheap-versus-frontier question, remapped

Top DeepSeek vs top Anthropic Elo. Usually V4 Pro vs Opus 5. License and invoice decide as much as Elo.

launchJun 12, 2026

DeepSeek V4 Pro: high reasoning density per dollar

2026-06 open-weight-adjacent flagship. The usual cheap-vs-Claude question starts here.

launchJan 20, 2025

DeepSeek R1 stays as the open-weights RL baseline

Jan 2025 reasoning model. Still searched. V4 Pro is the newer DeepSeek buy.

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
DeepSeek

DeepSeek Coder V2

Elo 1,365
LiveBench58.6%
SWE-bench60.5%
Speed75 tok/s
Output cost$0.28/1M
DeepSeek

DeepSeek V4 Pro

Elo 1,536
LiveBench70.1%
SWE-bench71.6%
Speed70 tok/s
Output cost$0.87/1M

Frequently Asked Questions

Which is better overall, DeepSeek Coder V2 or DeepSeek V4 Pro?
DeepSeek V4 Pro has the higher preference Elo in our latest snapshot (1,536). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek Coder V2 or DeepSeek V4 Pro?
DeepSeek V4 Pro leads SWE-bench at 71.6% vs 60.5%. 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 $0.87/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek Coder V2 or DeepSeek V4 Pro?
DeepSeek Coder V2 has the lower time-to-first-token (290 ms vs 410 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
DeepSeek V4 Pro accepts 1M tokens versus 128k.
Can I self-host either model?
Both DeepSeek Coder V2 and DeepSeek V4 Pro are marked open-weights. Hosting cost is not in this table.
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. DeepSeek Coder V2 and DeepSeek V4 Pro Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Jun 13, 2026

    DeepSeek vs Claude: the cheap-versus-frontier question, remapped

  • launch · Jun 12, 2026

    DeepSeek V4 Pro: high reasoning density per dollar

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek Coder V2 matchups →|All DeepSeek V4 Pro matchups →
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