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Every score has a dated snapshot.

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  3. Claude 3.5 Haiku vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 16, 2026

Claude 3.5 Haiku 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 1,224), while Seed 2.1 Turbo leads in SWE-bench software engineering benchmarks (63.2%), 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: Seed 2.1 Turbo holds the advantage over Claude 3.5 Haiku in overall benchmark performance and human evaluation rankings. Choose Seed 2.1 Turbo for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Claude 3.5 Haiku (1)Seed 2.1 Turbo (8)
Claude 3.5 Haiku
1 of 9 Wins
✓Time to first token
Seed 2.1 Turbo
8 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Output speed✓Input price✓Output price✓Context window
Anthropic
Leads 1 of 9 metrics
Claude 3.5 Haiku

Previous cheap Claude. Haiku 4.5 is the current $1/$5 SKU.

Elo 1,224$4/1M out
ByteDance
Leads 8 of 9 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 Claude 3.5 Haiku
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

Δ 248 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

Claude 3.5 Haiku (1)vsSeed 2.1 Turbo (9)
Claude 3.5 Haiku: 1W (10%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 9W (90%)
← Claude 3.5 HaikuSeed 2.1 Turbo →
🏆Seed 2.1 Turbo(5/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.5 HaikuvsSeed 2.1 Turbo
Preference Elo
1,224vs1,472+248
Coding Elo
—vs1,480
SWE-bench
36.2%vs63.2%+27%
LiveBench
44.8%vs64.8%+20%
GPQA Diamond
54.1%vs76.8%+22.7%
Claude 3.5 Haiku: 0WSeed 2.1 Turbo: 5W
Tied (1-1)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.5 HaikuvsSeed 2.1 Turbo
Output speed
140 tok/svs160 tok/s+20 tok/s
Time to first token
110 msvs120 ms+10 ms
Claude 3.5 Haiku: 1WSeed 2.1 Turbo: 1W
🏆Seed 2.1 Turbo(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.5 HaikuvsSeed 2.1 Turbo
Output price
$4/1Mvs$1.1/1M+$2.9/1M
Input price
$0.8/1Mvs$0.27/1M+$0.53/1M
Context window
200kvs256k+56k
Claude 3.5 Haiku: 0WSeed 2.1 Turbo: 3W

Side-by-Side Benchmark Matrix

Preference Elo+248
Claude 3.5 Haiku1,224
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,472
seed-bootstrap · Aug 16, 2026
Coding Elo
Claude 3.5 Haiku—
Seed 2.1 Turbo1,480
seed-bootstrap · Aug 16, 2026
LiveBench+20%
Claude 3.5 Haiku44.8%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo64.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+27%
Claude 3.5 Haiku36.2%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo63.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+22.7%
Claude 3.5 Haiku54.1%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Time to first token+10 ms
Claude 3.5 Haiku110 ms
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Output speed+20 tok/s
Claude 3.5 Haiku140 tok/s
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.53/1M
Claude 3.5 Haiku$0.8/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$0.27/1M
seed-bootstrap · Aug 16, 2026
Output price+$2.9/1M
Claude 3.5 Haiku$4/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$1.1/1M
seed-bootstrap · Aug 16, 2026
Context window+56k
Claude 3.5 Haiku200k
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo256k
seed-bootstrap · Aug 16, 2026
BenchmarkClaude 3.5 HaikuSeed 2.1 TurboAdvantage Delta
Preference Elo
1,224
seed-bootstrap · Aug 1, 2026
1,472
seed-bootstrap · Aug 16, 2026
+248
Coding Elo—
1,480
seed-bootstrap · Aug 16, 2026
—
LiveBench
44.8%
seed-bootstrap · Aug 1, 2026
64.8%
seed-bootstrap · Aug 16, 2026
+20%
SWE-bench
36.2%
seed-bootstrap · Aug 1, 2026
63.2%
seed-bootstrap · Aug 16, 2026
+27%
GPQA Diamond
54.1%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+22.7%
Time to first token
110 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+10 ms
Output speed
140 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+20 tok/s
Input price
$0.8/1M
seed-bootstrap · Aug 1, 2026
$0.27/1M
seed-bootstrap · Aug 16, 2026
+$0.53/1M
Output price
$4/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 16, 2026
+$2.9/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
256k
seed-bootstrap · Aug 16, 2026
+56k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 71% 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)
Claude 3.5 Haiku$88.00 / mo
In: $28Out: $60
Seed 2.1 Turbo$25.95 / mo
In: $9.45Out: $16.5
Estimated Cost Delta

Seed 2.1 Turbo is estimated to save $62.05/month ($745/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo when repo-level coding accuracy is the constraint.
  • 2
    Claude 3.5 Haiku:Pick Claude 3.5 Haiku 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 agentsSeed 2.1 Turbo

Higher SWE-bench (63.2%).

High-volume chatSeed 2.1 Turbo

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

Voice / low-latency UIClaude 3.5 Haiku

Lower TTFT (110 ms).

Long-document RAGSeed 2.1 Turbo

Larger window (256k).

Screenshots / visionSeed 2.1 Turbo

Both accept images. Defaulting to the higher-Elo side (Seed 2.1 Turbo).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsSeed 2.1 TurboHigher SWE-bench (63.2%).
High-volume chatSeed 2.1 TurboLower output list price ($1.1/1M).
Voice / low-latency UIClaude 3.5 HaikuLower TTFT (110 ms).
Long-document RAGSeed 2.1 TurboLarger window (256k).
Screenshots / visionSeed 2.1 TurboBoth accept images. Defaulting to the higher-Elo side (Seed 2.1 Turbo).

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
Anthropic

Claude 3.5 Haiku

Elo 1,224
SWE-bench36.2%
Speed (tok/s)140 tok/s
Input / 1M Tokens$0.8/1M
Output / 1M Tokens$4/1M
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, Claude 3.5 Haiku 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, Claude 3.5 Haiku or Seed 2.1 Turbo?
Seed 2.1 Turbo leads SWE-bench at 63.2% vs 36.2%. 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 $4/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.5 Haiku or Seed 2.1 Turbo?
Claude 3.5 Haiku has the lower time-to-first-token (110 ms vs 120 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 200k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
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. Claude 3.5 Haiku 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 Claude 3.5 Haiku matchups →|All Seed 2.1 Turbo matchups →
Claude 3.5 Haiku vs Claude Haiku 4.5 (next haiku)Claude Opus 4.5 vs Seed 2.1 TurboClaude Opus 4.6 vs Seed 2.1 TurboClaude Sonnet 4.5 vs Seed 2.1 TurboDoubao Pro 1.5 vs Seed 2.1 TurboClaude Opus 5 vs Seed 2.1 Turbo