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

Every score has a dated snapshot.

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  3. OpenAI: o3 Mini vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 17, 2026

OpenAI: o3 Mini vs Seed 2.1 Turbo benchmark

In this head-to-head showdown, OpenAI: o3 Mini delivers higher overall intelligence and human-preferred responses (Elo 1,560 vs 1,472), while OpenAI: o3 Mini leads in SWE-bench software engineering benchmarks (78.5%), while Seed 2.1 Turbo is more budget-friendly at $2.5/1M 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 OpenAI: o3 Mini 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

OpenAI: o3 Mini (5)Seed 2.1 Turbo (5)
OpenAI: o3 Mini
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
OpenAI
Leads 5 of 10 metrics
OpenAI: o3 Mini

Auto-discovered from OpenRouter (openai/o3-mini). Preview until a second source matches.

o3-miniElo 1,560$4.4/1M 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$2.5/1M out

OpenAI o-Series Lineage & Sibling Variants

2 models

Currently comparing OpenAI: o3 Mini vs Seed 2.1 Turbo. Alternative family tiers available.

Active: OpenAI: o3 Mini
OpenAI: o1$60

OpenAI: o3 Mini Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

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
290 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$8.47
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for OpenAI: o3 Mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderOpenAI: o3 Mini Wins

OpenAI: o3 Mini

Δ 88 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

$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 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.

OpenAI: o3 Mini (5)vsSeed 2.1 Turbo (5)
OpenAI: o3 Mini: 5W (50%)Overall: Even matchupSeed 2.1 Turbo: 5W (50%)
← OpenAI: o3 MiniSeed 2.1 Turbo →
🏆OpenAI: o3 Mini(5/5)

Intelligence & Reasoning

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

Benchmark
OpenAI: o3 MinivsSeed 2.1 Turbo
Preference Elo
1,560vs1,472+88
Coding Elo
1,585vs1,480+105
SWE-bench
78.5%vs63.2%+15.3%
LiveBench
72.4%vs64.8%+7.6%
GPQA Diamond
87.2%vs76.8%+10.4%
OpenAI: o3 Mini: 5WSeed 2.1 Turbo: 0W
🏆Seed 2.1 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
OpenAI: o3 MinivsSeed 2.1 Turbo
Output speed
92 tok/svs160 tok/s+68 tok/s
Time to first token
290 msvs120 ms+170 ms
OpenAI: o3 Mini: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
OpenAI: o3 MinivsSeed 2.1 Turbo
Output price
$4.4/1Mvs$2.5/1M+$1.9/1M
Input price
$1.1/1Mvs$0.5/1M+$0.6/1M
Context window
200kvs262k+62k
OpenAI: o3 Mini: 0WSeed 2.1 Turbo: 3W

Side-by-Side Benchmark Matrix

Preference Elo+88
OpenAI: o3 Mini1,560
lmarena · Aug 17, 2026
Seed 2.1 Turbo1,472
lmarena · Aug 16, 2026
Coding Elo+105
OpenAI: o3 Mini1,585
lmarena · Aug 17, 2026
Seed 2.1 Turbo1,480
lmarena · Aug 16, 2026
LiveBench+7.6%
OpenAI: o3 Mini72.4%
livebench · Aug 17, 2026
Seed 2.1 Turbo64.8%
livebench · Aug 16, 2026
SWE-bench+15.3%
OpenAI: o3 Mini78.5%
swebench · Aug 17, 2026
Seed 2.1 Turbo63.2%
swebench · Aug 16, 2026
GPQA Diamond+10.4%
OpenAI: o3 Mini87.2%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Time to first token+170 ms
OpenAI: o3 Mini290 ms
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Output speed+68 tok/s
OpenAI: o3 Mini92 tok/s
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.6/1M
OpenAI: o3 Mini$1.1/1M
openrouter · Aug 17, 2026
Seed 2.1 Turbo$0.5/1M
openrouter · Aug 17, 2026
Output price+$1.9/1M
OpenAI: o3 Mini$4.4/1M
openrouter · Aug 17, 2026
Seed 2.1 Turbo$2.5/1M
openrouter · Aug 17, 2026
Context window+62k
OpenAI: o3 Mini200k
openrouter · Aug 17, 2026
Seed 2.1 Turbo262k
openrouter · Aug 17, 2026
BenchmarkOpenAI: o3 MiniSeed 2.1 TurboAdvantage Delta
Preference Elo
1,560
lmarena · Aug 17, 2026
1,472
lmarena · Aug 16, 2026
+88
Coding Elo
1,585
lmarena · Aug 17, 2026
1,480
lmarena · Aug 16, 2026
+105
LiveBench
72.4%
livebench · Aug 17, 2026
64.8%
livebench · Aug 16, 2026
+7.6%
SWE-bench
78.5%
swebench · Aug 17, 2026
63.2%
swebench · Aug 16, 2026
+15.3%
GPQA Diamond
87.2%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+10.4%
Time to first token
290 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+170 ms
Output speed
92 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+68 tok/s
Input price
$1.1/1M
openrouter · Aug 17, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$0.6/1M
Output price
$4.4/1M
openrouter · Aug 17, 2026
$2.5/1M
openrouter · Aug 17, 2026
+$1.9/1M
Context window
200k
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+62k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 47% 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)
OpenAI: o3 Mini$104.50 / mo
In: $38.5Out: $66
Seed 2.1 Turbo$55.00 / mo
In: $17.5Out: $37.5
Estimated Cost Delta

Seed 2.1 Turbo is estimated to save $49.50/month ($594/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    OpenAI: o3 Mini:Pick OpenAI: o3 Mini 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 agentsOpenAI: o3 Mini

Higher SWE-bench (78.5%).

High-volume chatSeed 2.1 Turbo

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 agentsOpenAI: o3 MiniHigher SWE-bench (78.5%).
High-volume chatSeed 2.1 TurboLower 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.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

OpenAI: o3 Mini

Elo 1,560
SWE-bench78.5%
Speed (tok/s)92 tok/s
Input / 1M Tokens$1.1/1M
Output / 1M Tokens$4.4/1M
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, OpenAI: o3 Mini or Seed 2.1 Turbo?
OpenAI: o3 Mini has the higher preference Elo in our latest snapshot (1,560). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, OpenAI: o3 Mini or Seed 2.1 Turbo?
OpenAI: o3 Mini leads SWE-bench at 78.5% 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 $2.5/1M versus $4.4/1M. Input prices and retry rates still move the real bill.
Which is faster, OpenAI: o3 Mini or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 290 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 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. OpenAI: o3 Mini 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 OpenAI: o3 Mini matchups →|All Seed 2.1 Turbo matchups →
OpenAI: o3 Mini vs OpenAI o1-mini (previous gpt-mini)OpenAI: o3 Mini vs GPT-5 mini (next gpt-mini)GPT-5 vs OpenAI: o3 MiniGPT-5.6 Terra vs OpenAI: o3 MiniGPT-4.5 Orion vs OpenAI: o3 MiniGPT-5.6 Sol vs OpenAI: o3 Mini