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  3. DeepSeek V4 Pro vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 16, 2026

DeepSeek V4 Pro vs Seed 2.1 Turbo benchmark

In this head-to-head showdown, DeepSeek V4 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,536 vs 1,472), while DeepSeek V4 Pro leads in SWE-bench software engineering benchmarks (71.6%), while Seed 2.1 Turbo is more budget-friendly at $1.1/1M 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 DeepSeek V4 Pro if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Seed 2.1 Turbo 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

DeepSeek V4 Pro (5)Seed 2.1 Turbo (5)
DeepSeek V4 Pro
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond
Seed 2.1 Turbo
5 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price✓Context window
DeepSeek
Leads 5 of 10 metrics
DeepSeek V4 Pro

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

Elo 1,536$1.6/1M out
ByteDance
Leads 5 of 10 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

DeepSeek V4 Series Lineage & Sibling Variants

2 models

Currently comparing DeepSeek V4 Pro vs Seed 2.1 Turbo. Alternative family tiers available.

Active: DeepSeek V4 Pro
DeepSeek V4 Flash$0.28

DeepSeek V4 Pro Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Full RL CoT)

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
410 ms
Standard speed
Reasoning Depth
~2,800
Internal tokens
Cost / 1k Calls
$5.16
7.6× standard bill
Accuracy Boost
+6.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for DeepSeek V4 Pro
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderDeepSeek V4 Pro Wins

DeepSeek V4 Pro

Δ 64 Arena Elo pts

Throughput LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

160 tok/s

Value per Dollar LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

$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
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

DeepSeek V4 Pro (5)vsSeed 2.1 Turbo (5)
DeepSeek V4 Pro: 5W (50%)Overall: Even matchupSeed 2.1 Turbo: 5W (50%)
← DeepSeek V4 ProSeed 2.1 Turbo →
🏆DeepSeek V4 Pro(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V4 ProvsSeed 2.1 Turbo
Preference Elo
1,536vs1,472+64
Coding Elo
1,544vs1,480+64
SWE-bench
71.6%vs63.2%+8.4%
LiveBench
70.1%vs64.8%+5.3%
GPQA Diamond
84%vs76.8%+7.2%
DeepSeek V4 Pro: 5WSeed 2.1 Turbo: 0W
🏆Seed 2.1 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V4 ProvsSeed 2.1 Turbo
Output speed
70 tok/svs160 tok/s+90 tok/s
Time to first token
410 msvs120 ms+290 ms
DeepSeek V4 Pro: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V4 ProvsSeed 2.1 Turbo
Output price
$1.6/1Mvs$1.1/1M+$0.5/1M
Input price
$0.4/1Mvs$0.27/1M+$0.13/1M
Context window
160kvs256k+96k
DeepSeek V4 Pro: 0WSeed 2.1 Turbo: 3W

Side-by-Side Benchmark Matrix

Preference Elo+64
DeepSeek V4 Pro1,536
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,472
seed-bootstrap · Aug 16, 2026
Coding Elo+64
DeepSeek V4 Pro1,544
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,480
seed-bootstrap · Aug 16, 2026
LiveBench+5.3%
DeepSeek V4 Pro70.1%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo64.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+8.4%
DeepSeek V4 Pro71.6%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo63.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+7.2%
DeepSeek V4 Pro84%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Time to first token+290 ms
DeepSeek V4 Pro410 ms
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Output speed+90 tok/s
DeepSeek V4 Pro70 tok/s
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.13/1M
DeepSeek V4 Pro$0.4/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$0.27/1M
seed-bootstrap · Aug 16, 2026
Output price+$0.5/1M
DeepSeek V4 Pro$1.6/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$1.1/1M
seed-bootstrap · Aug 16, 2026
Context window+96k
DeepSeek V4 Pro160k
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo256k
seed-bootstrap · Aug 16, 2026
BenchmarkDeepSeek V4 ProSeed 2.1 TurboAdvantage Delta
Preference Elo
1,536
seed-bootstrap · Aug 1, 2026
1,472
seed-bootstrap · Aug 16, 2026
+64
Coding Elo
1,544
seed-bootstrap · Aug 1, 2026
1,480
seed-bootstrap · Aug 16, 2026
+64
LiveBench
70.1%
seed-bootstrap · Aug 1, 2026
64.8%
seed-bootstrap · Aug 16, 2026
+5.3%
SWE-bench
71.6%
seed-bootstrap · Aug 1, 2026
63.2%
seed-bootstrap · Aug 16, 2026
+8.4%
GPQA Diamond
84%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+7.2%
Time to first token
410 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+290 ms
Output speed
70 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+90 tok/s
Input price
$0.4/1M
seed-bootstrap · Aug 1, 2026
$0.27/1M
seed-bootstrap · Aug 16, 2026
+$0.13/1M
Output price
$1.6/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 16, 2026
+$0.5/1M
Context window
160k
seed-bootstrap · Aug 1, 2026
256k
seed-bootstrap · Aug 16, 2026
+96k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 32% with Seed 2.1 Turbo
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek V4 Pro$38.00 / mo
In: $14Out: $24
Seed 2.1 Turbo$25.95 / mo
In: $9.45Out: $16.5
Estimated Cost Delta

Seed 2.1 Turbo is estimated to save $12.05/month ($145/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
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo 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 agentsDeepSeek V4 Pro

Higher SWE-bench (71.6%).

High-volume chatSeed 2.1 Turbo

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 agentsDeepSeek V4 ProHigher SWE-bench (71.6%).
High-volume chatSeed 2.1 TurboLower 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.

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 AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
DeepSeek

DeepSeek V4 Pro

Elo 1,536
SWE-bench71.6%
Speed (tok/s)70 tok/s
Input / 1M Tokens$0.4/1M
Output / 1M Tokens$1.6/1M
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 V4 Pro or Seed 2.1 Turbo?
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 V4 Pro or Seed 2.1 Turbo?
DeepSeek V4 Pro leads SWE-bench at 71.6% vs 63.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Seed 2.1 Turbo output tokens are $1.1/1M versus $1.6/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V4 Pro or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 410 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 160k.
Can I self-host either model?
DeepSeek V4 Pro 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 V4 Pro 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

  • 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 V4 Pro matchups →|All Seed 2.1 Turbo matchups →
DeepSeek V4 Pro vs DeepSeek R1 (previous deepseek)DeepSeek V4 Pro vs DeepSeek V4 Flash (next deepseek)DeepSeek V4 Flash vs Seed 2.1 TurboDoubao Pro 1.5 vs Seed 2.1 TurboGPT-4.5 Orion vs DeepSeek V4 ProGemini 3.7 Flash vs DeepSeek V4 Pro