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

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  2. Comparisons
  3. DeepSeek R1 vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 17, 2026

DeepSeek R1 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 1,358), while DeepSeek R1 leads in SWE-bench software engineering benchmarks (65.2%), while DeepSeek R1 is more budget-friendly at $2.5/1M 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 R1 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

Seed 2.1 Turbo holds empirical advantage (6 of 8 metrics)

Coding / SWESWE-bench
DeepSeek R1Top code solve rate
ReasoningGPQA / Live
DeepSeek R1Top logical accuracy
Best Value$/1M Tok
DeepSeek R1Lowest API billing cost
Speed / TokTok/Sec
Seed 2.1 TurboFastest stream rate

Verified Advantage Breakdown

8 benchmarks evaluated across capability, speed, and cost

DeepSeek R1 (2)Seed 2.1 Turbo (6)
DeepSeek R1
2 of 8 Wins
✓SWE-bench✓GPQA Diamond
Seed 2.1 Turbo
6 of 8 Wins
✓Preference Elo✓LiveBench✓Time to first token✓Output speed✓Input price✓Context window
DeepSeek
Leads 2 of 8
DeepSeek R1

Open-weights reasoning model trained with large-scale RL.

Elo 1,358In: $0.7 · Out: $2.5/1M
ByteDance
Leads 6 of 8
Seed 2.1 Turbo

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

Seed 2.1Elo 1,472In: $0.5 · Out: $2.5/1M

DeepSeek R1 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.

Delay
420 ms
Standard
CoT Tokens
~2,800
Internal reasoning
Cost / 1k
$8.10
7.4× base bill
Accuracy Boost
+6.5%
STEM & Logic
Top Rival Showdowns for DeepSeek R1
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 114 Arena Elo pts

Throughput LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

160 tok/s

Value per Dollar LeaderDeepSeek R1 Wins

DeepSeek R1

$2.5 / 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

DeepSeek R1 (2)vsSeed 2.1 Turbo (7)
DeepSeek R1: 2W (22%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 7W (78%)
← DeepSeek R11 tiesSeed 2.1 Turbo →
🏆Seed 2.1 Turbo Leads(3/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek R1vsSeed 2.1 Turbo
Preference Elo
1,358vs1,472+114
Coding Elo
—vs1,480
SWE-bench
65.2%vs63.2%+2%
LiveBench
59%vs64.8%+5.8%
GPQA Diamond
79.8%vs76.8%+3%
DeepSeek R1: 2WSeed 2.1 Turbo: 3W
🏆Seed 2.1 Turbo Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek R1vsSeed 2.1 Turbo
Output speed
62 tok/svs160 tok/s+98 tok/s
Time to first token
420 msvs120 ms+300 ms
DeepSeek R1: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek R1vsSeed 2.1 Turbo
Output price
$2.5/1Mvs$2.5/1M
Input price
$0.7/1Mvs$0.5/1M+$0.2/1M
Context window
64kvs262k+198k
DeepSeek R1: 0WSeed 2.1 Turbo: 2W

Side-by-Side Benchmark Matrix

DeepSeek R1Seed 2.1 Turbo
Preference EloSeed 2.1 Turbo +114
DeepSeek R11,358
Seed 2.1 Turbo1,472
Coding Elo
DeepSeek R1—
Seed 2.1 Turbo1,480
LiveBenchSeed 2.1 Turbo +5.8%
DeepSeek R159%
Seed 2.1 Turbo64.8%
SWE-benchDeepSeek R1 +2%
DeepSeek R165.2%
Seed 2.1 Turbo63.2%
GPQA DiamondDeepSeek R1 +3%
DeepSeek R179.8%
Seed 2.1 Turbo76.8%
Time to first tokenSeed 2.1 Turbo +300 ms
DeepSeek R1420 ms
Seed 2.1 Turbo120 ms
Output speedSeed 2.1 Turbo +98 tok/s
DeepSeek R162 tok/s
Seed 2.1 Turbo160 tok/s
Input priceSeed 2.1 Turbo +$0.2/1M
DeepSeek R1$0.7/1M
Seed 2.1 Turbo$0.5/1M
Output price
DeepSeek R1$2.5/1M
Seed 2.1 Turbo$2.5/1M
Context windowSeed 2.1 Turbo +198k
DeepSeek R164k
Seed 2.1 Turbo262k
BenchmarkDeepSeek R1Seed 2.1 TurboAdvantage Delta
Preference Elo
1,358
lmarena · Aug 17, 2026
1,472
lmarena · Aug 16, 2026
+114
Coding Elo—
1,480
lmarena · Aug 16, 2026
—
LiveBench
59%
livebench · Aug 17, 2026
64.8%
livebench · Aug 16, 2026
+5.8%
SWE-bench
65.2%
swebench · Aug 17, 2026
63.2%
swebench · Aug 16, 2026
+2%
GPQA Diamond
79.8%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+3%
Time to first token
420 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+300 ms
Output speed
62 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+98 tok/s
Input price
$0.7/1M
openrouter · Aug 17, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$0.2/1M
Output price
$2.5/1M
openrouter · Aug 17, 2026
$2.5/1M
openrouter · Aug 17, 2026
—
Context window
64k
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+198k

Workload Cost & Savings Calculator

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

Save 11% 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 R1$62.00 / mo
In: $24.5Out: $37.5
Seed 2.1 Turbo$55.00 / mo
In: $17.5Out: $37.5
Estimated Cost Delta

Seed 2.1 Turbo is estimated to save $7.00/month ($84/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek R1:Pick DeepSeek R1 when repo-level coding accuracy is the constraint.
  • 2
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo when time-to-first-token matters more than peak Elo.
  • 3
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo as the default general assistant.

Recommended Workload Routing

Repo / coding agentsDeepSeek R1

Higher SWE-bench (65.2%).

High-volume chatDeepSeek R1

Lower output list price ($2.5/1M).

Voice / low-latency UISeed 2.1 Turbo

Lower TTFT (120 ms).

Long-document RAGSeed 2.1 Turbo

Larger window (262k).

Screenshots / visionSeed 2.1 Turbo

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek R1Higher SWE-bench (65.2%).
High-volume chatDeepSeek R1Lower output list price ($2.5/1M).
Voice / low-latency UISeed 2.1 TurboLower TTFT (120 ms).
Long-document RAGSeed 2.1 TurboLarger window (262k).
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.

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 R1

Elo 1,358
SWE-bench65.2%
Speed (tok/s)62 tok/s
Input / 1M Tokens$0.7/1M
Output / 1M Tokens$2.5/1M
ByteDance

Seed 2.1 Turbo

Elo 1,472
SWE-bench63.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$2.5/1M

Frequently Asked Questions

Which is better overall, DeepSeek R1 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 R1 or Seed 2.1 Turbo?
DeepSeek R1 leads SWE-bench at 65.2% vs 63.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek R1 output tokens are $2.5/1M versus $2.5/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek R1 or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Seed 2.1 Turbo accepts 262k tokens versus 64k.
Can I self-host either model?
DeepSeek R1 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 R1 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

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

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