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Every score has a dated snapshot.

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  3. DeepSeek V3 vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 16, 2026

DeepSeek V3 vs Seed 2.1 Turbo benchmark

In this head-to-head showdown, Seed 2.1 Turbo delivers higher overall intelligence and human-preferred responses (Elo 1,472 vs 1,310), while Seed 2.1 Turbo leads in SWE-bench software engineering benchmarks (63.2%), while DeepSeek V3 is more budget-friendly at $1.1/1M per 1M output tokens, while Seed 2.1 Turbo provides faster response streaming (160 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Seed 2.1 Turbo if your priority is peak reasoning, complex code generation, and top preference Elo. Choose DeepSeek V3 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

DeepSeek V3 (0)Seed 2.1 Turbo (7)
DeepSeek V3
0 of 7 Wins
Competitive baseline across remaining benchmarks
Seed 2.1 Turbo
7 of 7 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
DeepSeek
DeepSeek V3

Prior DeepSeek flagship. Baseline for v3 vs v4.

Elo 1,310$1.1/1M out
ByteDance
Leads 7 of 7 metrics
Seed 2.1 Turbo

ByteDance Seed 2.1 Turbo, listed on public model timelines as an Aug 10 2026 API drop.

Seed 2.1Elo 1,472$1.1/1M out
Top Rival Showdowns for DeepSeek V3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

Δ 162 Arena Elo pts

Throughput LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

160 tok/s

Value per Dollar LeaderDeepSeek V3 Wins

DeepSeek V3

$1.1 / 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 V3 (0)vsSeed 2.1 Turbo (8)
DeepSeek V3: 0W (0%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 8W (100%)
← DeepSeek V32 tiesSeed 2.1 Turbo →
🏆Seed 2.1 Turbo(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V3vsSeed 2.1 Turbo
Preference Elo
1,310vs1,472+162
Coding Elo
—vs1,480
SWE-bench
48.6%vs63.2%+14.6%
LiveBench
55.4%vs64.8%+9.4%
GPQA Diamond
59.1%vs76.8%+17.7%
DeepSeek V3: 0WSeed 2.1 Turbo: 5W
🏆Seed 2.1 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V3vsSeed 2.1 Turbo
Output speed
66 tok/svs160 tok/s+94 tok/s
Time to first token
380 msvs120 ms+260 ms
DeepSeek V3: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo(1/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V3vsSeed 2.1 Turbo
Output price
$1.1/1Mvs$1.1/1M
Input price
$0.27/1Mvs$0.27/1M
Context window
128kvs256k+128k
DeepSeek V3: 0WSeed 2.1 Turbo: 1W

Side-by-Side Benchmark Matrix

Preference Elo+162
DeepSeek V31,310
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,472
seed-bootstrap · Aug 16, 2026
Coding Elo
DeepSeek V3—
Seed 2.1 Turbo1,480
seed-bootstrap · Aug 16, 2026
LiveBench+9.4%
DeepSeek V355.4%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo64.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+14.6%
DeepSeek V348.6%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo63.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+17.7%
DeepSeek V359.1%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Time to first token+260 ms
DeepSeek V3380 ms
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Output speed+94 tok/s
DeepSeek V366 tok/s
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Input price
DeepSeek V3$0.27/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$0.27/1M
seed-bootstrap · Aug 16, 2026
Output price
DeepSeek V3$1.1/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$1.1/1M
seed-bootstrap · Aug 16, 2026
Context window+128k
DeepSeek V3128k
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo256k
seed-bootstrap · Aug 16, 2026
BenchmarkDeepSeek V3Seed 2.1 TurboAdvantage Delta
Preference Elo
1,310
seed-bootstrap · Aug 1, 2026
1,472
seed-bootstrap · Aug 16, 2026
+162
Coding Elo—
1,480
seed-bootstrap · Aug 16, 2026
—
LiveBench
55.4%
seed-bootstrap · Aug 1, 2026
64.8%
seed-bootstrap · Aug 16, 2026
+9.4%
SWE-bench
48.6%
seed-bootstrap · Aug 1, 2026
63.2%
seed-bootstrap · Aug 16, 2026
+14.6%
GPQA Diamond
59.1%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+17.7%
Time to first token
380 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+260 ms
Output speed
66 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+94 tok/s
Input price
$0.27/1M
seed-bootstrap · Aug 1, 2026
$0.27/1M
seed-bootstrap · Aug 16, 2026
—
Output price
$1.1/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 16, 2026
—
Context window
128k
seed-bootstrap · Aug 1, 2026
256k
seed-bootstrap · Aug 16, 2026
+128k
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 V3$25.95 / mo
In: $9.45Out: $16.5
Seed 2.1 Turbo$25.95 / mo
In: $9.45Out: $16.5

Key Selection Recommendations

  • 1
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek V3:Pick DeepSeek V3 when you are optimizing output cost.
  • 3
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsSeed 2.1 Turbo

Higher SWE-bench (63.2%).

High-volume chatDeepSeek V3

Lower output list price ($1.1/1M).

Voice / low-latency UISeed 2.1 Turbo

Lower TTFT (120 ms).

Long-document RAGSeed 2.1 Turbo

Larger window (256k).

Screenshots / visionSeed 2.1 Turbo

Seed 2.1 Turbo is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsSeed 2.1 TurboHigher SWE-bench (63.2%).
High-volume chatDeepSeek V3Lower output list price ($1.1/1M).
Voice / low-latency UISeed 2.1 TurboLower TTFT (120 ms).
Long-document RAGSeed 2.1 TurboLarger window (256k).
Screenshots / visionSeed 2.1 TurboSeed 2.1 Turbo is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchAug 10, 2026

Seed 2.1 Turbo (Aug 10): ByteDance’s API drop on the public timeline

Listed on public model timelines as an Aug 10 2026 API drop. Preview-quality story, indexable because we have a full snapshot.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
DeepSeek

DeepSeek V3

Elo 1,310
SWE-bench48.6%
Speed (tok/s)66 tok/s
Input / 1M Tokens$0.27/1M
Output / 1M Tokens$1.1/1M
ByteDance

Seed 2.1 Turbo

Elo 1,472
SWE-bench63.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.27/1M
Output / 1M Tokens$1.1/1M

Frequently Asked Questions

Which is better overall, DeepSeek V3 or Seed 2.1 Turbo?
Seed 2.1 Turbo has the higher preference Elo in our latest snapshot (1,472). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek V3 or Seed 2.1 Turbo?
Seed 2.1 Turbo leads SWE-bench at 63.2% vs 48.6%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek V3 output tokens are $1.1/1M versus $1.1/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V3 or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 380 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Seed 2.1 Turbo accepts 256k tokens versus 128k.
Can I self-host either model?
DeepSeek V3 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. DeepSeek V3 and Seed 2.1 Turbo Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 10, 2026

    Seed 2.1 Turbo (Aug 10): ByteDance’s API drop on the public timeline

Similar Head-to-Head Comparisons

All DeepSeek V3 matchups →|All Seed 2.1 Turbo matchups →
DeepSeek V3 vs DeepSeek Coder V2 (previous deepseek)DeepSeek V3 vs DeepSeek R1 (next deepseek)DeepSeek V4 Pro vs Seed 2.1 TurboDoubao Pro 1.5 vs Seed 2.1 TurboDeepSeek V4 Flash vs Seed 2.1 TurboDoubao Lite 1.5 vs DeepSeek V3