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Every score has a dated snapshot.

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  3. Ernie 4.5 Turbo vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 16, 2026

Ernie 4.5 Turbo 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 1,450), 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 Ernie 4.5 Turbo 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

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

Ernie 4.5 Turbo (0)Seed 2.1 Turbo (10)
Ernie 4.5 Turbo
0 of 10 Wins
Competitive baseline across remaining benchmarks
Seed 2.1 Turbo
10 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Baidu
Ernie 4.5 Turbo

Baidu current multimodal enterprise foundation model with broad Chinese knowledge.

Elo 1,450$1.2/1M out
ByteDance
Leads 10 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
Top Rival Showdowns for Ernie 4.5 Turbo
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

Δ 22 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.

Ernie 4.5 Turbo (0)vsSeed 2.1 Turbo (10)
Ernie 4.5 Turbo: 0W (0%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 10W (100%)
← Ernie 4.5 TurboSeed 2.1 Turbo →
🏆Seed 2.1 Turbo(5/5)

Intelligence & Reasoning

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

Benchmark
Ernie 4.5 TurbovsSeed 2.1 Turbo
Preference Elo
1,450vs1,472+22
Coding Elo
1,435vs1,480+45
SWE-bench
57%vs63.2%+6.2%
LiveBench
61%vs64.8%+3.8%
GPQA Diamond
74.5%vs76.8%+2.3%
Ernie 4.5 Turbo: 0WSeed 2.1 Turbo: 5W
🏆Seed 2.1 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Ernie 4.5 TurbovsSeed 2.1 Turbo
Output speed
95 tok/svs160 tok/s+65 tok/s
Time to first token
200 msvs120 ms+80 ms
Ernie 4.5 Turbo: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Ernie 4.5 TurbovsSeed 2.1 Turbo
Output price
$1.2/1Mvs$1.1/1M+$0.1/1M
Input price
$0.3/1Mvs$0.27/1M+$0.03/1M
Context window
128kvs256k+128k
Ernie 4.5 Turbo: 0WSeed 2.1 Turbo: 3W

Side-by-Side Benchmark Matrix

Preference Elo+22
Ernie 4.5 Turbo1,450
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,472
seed-bootstrap · Aug 16, 2026
Coding Elo+45
Ernie 4.5 Turbo1,435
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,480
seed-bootstrap · Aug 16, 2026
LiveBench+3.8%
Ernie 4.5 Turbo61%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo64.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+6.2%
Ernie 4.5 Turbo57%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo63.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+2.3%
Ernie 4.5 Turbo74.5%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Time to first token+80 ms
Ernie 4.5 Turbo200 ms
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Output speed+65 tok/s
Ernie 4.5 Turbo95 tok/s
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.03/1M
Ernie 4.5 Turbo$0.3/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$0.27/1M
seed-bootstrap · Aug 16, 2026
Output price+$0.1/1M
Ernie 4.5 Turbo$1.2/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$1.1/1M
seed-bootstrap · Aug 16, 2026
Context window+128k
Ernie 4.5 Turbo128k
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo256k
seed-bootstrap · Aug 16, 2026
BenchmarkErnie 4.5 TurboSeed 2.1 TurboAdvantage Delta
Preference Elo
1,450
seed-bootstrap · Aug 1, 2026
1,472
seed-bootstrap · Aug 16, 2026
+22
Coding Elo
1,435
seed-bootstrap · Aug 1, 2026
1,480
seed-bootstrap · Aug 16, 2026
+45
LiveBench
61%
seed-bootstrap · Aug 1, 2026
64.8%
seed-bootstrap · Aug 16, 2026
+3.8%
SWE-bench
57%
seed-bootstrap · Aug 1, 2026
63.2%
seed-bootstrap · Aug 16, 2026
+6.2%
GPQA Diamond
74.5%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+2.3%
Time to first token
200 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+80 ms
Output speed
95 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+65 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$0.27/1M
seed-bootstrap · Aug 16, 2026
+$0.03/1M
Output price
$1.2/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 16, 2026
+$0.1/1M
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).

Save up to 9% 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)
Ernie 4.5 Turbo$28.50 / mo
In: $10.5Out: $18
Seed 2.1 Turbo$25.95 / mo
In: $9.45Out: $16.5
Estimated Cost Delta

Seed 2.1 Turbo is estimated to save $2.55/month ($31/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
    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 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 UISeed 2.1 Turbo

Lower TTFT (120 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 UISeed 2.1 TurboLower TTFT (120 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
Baidu

Ernie 4.5 Turbo

Elo 1,450
SWE-bench57%
Speed (tok/s)95 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$1.2/1M
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, Ernie 4.5 Turbo 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, Ernie 4.5 Turbo or Seed 2.1 Turbo?
Seed 2.1 Turbo leads SWE-bench at 63.2% vs 57%. 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 $1.2/1M. Input prices and retry rates still move the real bill.
Which is faster, Ernie 4.5 Turbo or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 200 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?
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. Ernie 4.5 Turbo 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 Ernie 4.5 Turbo matchups →|All Seed 2.1 Turbo matchups →
Ernie 4.5 Turbo vs Yi-Lightning (previous other)Doubao Pro 1.5 vs Seed 2.1 TurboMistral Large 3 vs Ernie 4.5 TurboDoubao Lite 1.5 vs Ernie 4.5 TurboYi-Lightning vs Seed 2.1 TurboGemini 2.0 Flash Thinking vs Seed 2.1 Turbo