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Every score has a dated snapshot.

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  3. DeepSeek Coder V2 vs DeepSeek V4 Flash

Pairwise benchmark snapshot · Aug 16, 2026

DeepSeek Coder V2 vs DeepSeek V4 Flash benchmark

In this head-to-head showdown, DeepSeek V4 Flash delivers higher overall intelligence and human-preferred responses (Elo 1,490 vs 1,365), while DeepSeek V4 Flash leads in SWE-bench software engineering benchmarks (71.2%), while DeepSeek Coder V2 is more budget-friendly at $0.28/1M per 1M output tokens, while DeepSeek V4 Flash provides faster response streaming (142 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose DeepSeek V4 Flash if your priority is peak reasoning, complex code generation, and top preference Elo. Choose DeepSeek Coder V2 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

DeepSeek Coder V2 (0)DeepSeek V4 Flash (8)
DeepSeek Coder V2
0 of 8 Wins
Competitive baseline across remaining benchmarks
DeepSeek V4 Flash
8 of 8 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
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
Leads 8 of 8 metrics
DeepSeek V4 Flash

DeepSeek Jul 31 2026 price-performance SKU. Public listings put it near $0.14/$0.28 per 1M tokens.

V4 Flash SpeedElo 1,490$0.28/1M out
Top Rival Showdowns for DeepSeek Coder V2
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderDeepSeek V4 Flash Wins

DeepSeek V4 Flash

Δ 125 Arena Elo pts

Throughput LeaderDeepSeek V4 Flash Wins

DeepSeek V4 Flash

142 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

DeepSeek Coder V2 (0)vsDeepSeek V4 Flash (8)
DeepSeek Coder V2: 0W (0%)Overall: DeepSeek V4 FlashDeepSeek V4 Flash: 8W (100%)
← DeepSeek Coder V22 tiesDeepSeek V4 Flash →
🏆DeepSeek V4 Flash(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek Coder V2vsDeepSeek V4 Flash
Preference Elo
1,365vs1,490+125
Coding Elo
1,442vs1,516+74
SWE-bench
60.5%vs71.2%+10.7%
LiveBench
58.6%vs67.8%+9.2%
GPQA Diamond
70.2%vs81.6%+11.4%
DeepSeek Coder V2: 0WDeepSeek V4 Flash: 5W
🏆DeepSeek V4 Flash(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek Coder V2vsDeepSeek V4 Flash
Output speed
75 tok/svs142 tok/s+67 tok/s
Time to first token
290 msvs165 ms+125 ms
DeepSeek Coder V2: 0WDeepSeek V4 Flash: 2W
🏆DeepSeek V4 Flash(1/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek Coder V2vsDeepSeek V4 Flash
Output price
$0.28/1Mvs$0.28/1M
Input price
$0.14/1Mvs$0.14/1M
Context window
128kvs160k+32k
DeepSeek Coder V2: 0WDeepSeek V4 Flash: 1W

Side-by-Side Benchmark Matrix

Preference Elo+125
DeepSeek Coder V21,365
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash1,490
seed-bootstrap · Aug 16, 2026
Coding Elo+74
DeepSeek Coder V21,442
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash1,516
seed-bootstrap · Aug 16, 2026
LiveBench+9.2%
DeepSeek Coder V258.6%
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash67.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+10.7%
DeepSeek Coder V260.5%
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash71.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+11.4%
DeepSeek Coder V270.2%
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash81.6%
seed-bootstrap · Aug 16, 2026
Time to first token+125 ms
DeepSeek Coder V2290 ms
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash165 ms
seed-bootstrap · Aug 16, 2026
Output speed+67 tok/s
DeepSeek Coder V275 tok/s
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash142 tok/s
seed-bootstrap · Aug 16, 2026
Input price
DeepSeek Coder V2$0.14/1M
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash$0.14/1M
seed-bootstrap · Aug 16, 2026
Output price
DeepSeek Coder V2$0.28/1M
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash$0.28/1M
seed-bootstrap · Aug 16, 2026
Context window+32k
DeepSeek Coder V2128k
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash160k
seed-bootstrap · Aug 16, 2026
BenchmarkDeepSeek Coder V2DeepSeek V4 FlashAdvantage Delta
Preference Elo
1,365
seed-bootstrap · Aug 1, 2026
1,490
seed-bootstrap · Aug 16, 2026
+125
Coding Elo
1,442
seed-bootstrap · Aug 1, 2026
1,516
seed-bootstrap · Aug 16, 2026
+74
LiveBench
58.6%
seed-bootstrap · Aug 1, 2026
67.8%
seed-bootstrap · Aug 16, 2026
+9.2%
SWE-bench
60.5%
seed-bootstrap · Aug 1, 2026
71.2%
seed-bootstrap · Aug 16, 2026
+10.7%
GPQA Diamond
70.2%
seed-bootstrap · Aug 1, 2026
81.6%
seed-bootstrap · Aug 16, 2026
+11.4%
Time to first token
290 ms
seed-bootstrap · Aug 1, 2026
165 ms
seed-bootstrap · Aug 16, 2026
+125 ms
Output speed
75 tok/s
seed-bootstrap · Aug 1, 2026
142 tok/s
seed-bootstrap · Aug 16, 2026
+67 tok/s
Input price
$0.14/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 16, 2026
—
Output price
$0.28/1M
seed-bootstrap · Aug 1, 2026
$0.28/1M
seed-bootstrap · Aug 16, 2026
—
Context window
128k
seed-bootstrap · Aug 1, 2026
160k
seed-bootstrap · Aug 16, 2026
+32k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

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: $4.9Out: $4.2
DeepSeek V4 Flash$9.10 / mo
In: $4.9Out: $4.2

Key Selection Recommendations

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

Recommended Workload Routing

Repo / coding agentsDeepSeek V4 Flash

Higher SWE-bench (71.2%).

High-volume chatDeepSeek Coder V2

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

Voice / low-latency UIDeepSeek V4 Flash

Lower TTFT (165 ms).

Long-document RAGDeepSeek V4 Flash

Larger window (160k).

Screenshots / visionDeepSeek V4 Flash

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek V4 FlashHigher SWE-bench (71.2%).
High-volume chatDeepSeek Coder V2Lower output list price ($0.28/1M).
Voice / low-latency UIDeepSeek V4 FlashLower TTFT (165 ms).
Long-document RAGDeepSeek V4 FlashLarger window (160k).
Screenshots / visionDeepSeek V4 FlashDeepSeek V4 Flash is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 31, 2026

DeepSeek V4 Flash (Jul 31): the $0.14/$0.28 price-performance SKU

Public listings put Flash near $0.14/$0.28 per 1M. That is a batch SKU, not a chatbot crown.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
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
DeepSeek

DeepSeek V4 Flash

Elo 1,490
SWE-bench71.2%
Speed (tok/s)142 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.28/1M

Frequently Asked Questions

Which is better overall, DeepSeek Coder V2 or DeepSeek V4 Flash?
DeepSeek V4 Flash has the higher preference Elo in our latest snapshot (1,490). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek Coder V2 or DeepSeek V4 Flash?
DeepSeek V4 Flash leads SWE-bench at 71.2% 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 $0.28/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek Coder V2 or DeepSeek V4 Flash?
DeepSeek V4 Flash has the lower time-to-first-token (165 ms vs 290 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
DeepSeek V4 Flash accepts 160k tokens versus 128k.
Can I self-host either model?
Both DeepSeek Coder V2 and DeepSeek V4 Flash 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 Flash Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 31, 2026

    DeepSeek V4 Flash (Jul 31): the $0.14/$0.28 price-performance SKU

Similar Head-to-Head Comparisons

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