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Precision Benchmarks

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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. GPT-4o mini vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 17, 2026

GPT-4o mini 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 1,272), while Seed 2.1 Turbo leads in SWE-bench software engineering benchmarks (63.2%), while GPT-4o mini is more budget-friendly at $0.6/1M 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 Seed 2.1 Turbo if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-4o mini 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
Seed 2.1 TurboTop code solve rate
ReasoningGPQA / Live
Seed 2.1 TurboTop logical accuracy
Best Value$/1M Tok
GPT-4o miniLowest API billing cost
Speed / TokTok/Sec
GPT-4o miniFastest stream rate

Verified Advantage Breakdown

8 benchmarks evaluated across capability, speed, and cost

GPT-4o mini (2)Seed 2.1 Turbo (6)
GPT-4o mini
2 of 8 Wins
✓Input price✓Output price
Seed 2.1 Turbo
6 of 8 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Context window
OpenAI
Leads 2 of 8
GPT-4o mini

Legacy small OpenAI model. Useful as a cheap baseline.

4o MiniElo 1,272In: $0.15 · Out: $0.6/1M
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

GPT-4 Series Lineage & Sibling Variants

4 models

Currently comparing GPT-4o mini vs Seed 2.1 Turbo. Alternative family tiers available.

Active: GPT-4o mini
GPT-4o$10GPT-4.5 Orion$150OpenAI: GPT-4$60
Top Rival Showdowns for GPT-4o mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

Δ 200 Arena Elo pts

Throughput LeaderGPT-4o mini Wins

GPT-4o mini

160 tok/s

Value per Dollar LeaderGPT-4o mini Wins

GPT-4o mini

$0.6 / 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.

GPT-4o mini (2)vsSeed 2.1 Turbo (7)
GPT-4o mini: 2W (22%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 7W (78%)
← GPT-4o mini1 tiesSeed 2.1 Turbo →
🏆Seed 2.1 Turbo Leads(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-4o minivsSeed 2.1 Turbo
Preference Elo
1,272vs1,472+200
Coding Elo
—vs1,480
SWE-bench
41.2%vs63.2%+22%
LiveBench
48.1%vs64.8%+16.7%
GPQA Diamond
60.1%vs76.8%+16.7%
GPT-4o mini: 0WSeed 2.1 Turbo: 5W
🏆Seed 2.1 Turbo Leads(1/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4o minivsSeed 2.1 Turbo
Output speed
160 tok/svs160 tok/s
Time to first token
130 msvs120 ms+10 ms
GPT-4o mini: 0WSeed 2.1 Turbo: 1W
🏆GPT-4o mini Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4o minivsSeed 2.1 Turbo
Output price
$0.6/1Mvs$2.5/1M+$1.9/1M
Input price
$0.15/1Mvs$0.5/1M+$0.35/1M
Context window
128kvs262k+134k
GPT-4o mini: 2WSeed 2.1 Turbo: 1W

Side-by-Side Benchmark Matrix

GPT-4o miniSeed 2.1 Turbo
Preference EloSeed 2.1 Turbo +200
GPT-4o mini1,272
Seed 2.1 Turbo1,472
Coding Elo
GPT-4o mini—
Seed 2.1 Turbo1,480
LiveBenchSeed 2.1 Turbo +16.7%
GPT-4o mini48.1%
Seed 2.1 Turbo64.8%
SWE-benchSeed 2.1 Turbo +22%
GPT-4o mini41.2%
Seed 2.1 Turbo63.2%
GPQA DiamondSeed 2.1 Turbo +16.7%
GPT-4o mini60.1%
Seed 2.1 Turbo76.8%
Time to first tokenSeed 2.1 Turbo +10 ms
GPT-4o mini130 ms
Seed 2.1 Turbo120 ms
Output speed
GPT-4o mini160 tok/s
Seed 2.1 Turbo160 tok/s
Input priceGPT-4o mini +$0.35/1M
GPT-4o mini$0.15/1M
Seed 2.1 Turbo$0.5/1M
Output priceGPT-4o mini +$1.9/1M
GPT-4o mini$0.6/1M
Seed 2.1 Turbo$2.5/1M
Context windowSeed 2.1 Turbo +134k
GPT-4o mini128k
Seed 2.1 Turbo262k
BenchmarkGPT-4o miniSeed 2.1 TurboAdvantage Delta
Preference Elo
1,272
lmarena · Aug 17, 2026
1,472
lmarena · Aug 16, 2026
+200
Coding Elo—
1,480
lmarena · Aug 16, 2026
—
LiveBench
48.1%
livebench · Aug 17, 2026
64.8%
livebench · Aug 16, 2026
+16.7%
SWE-bench
41.2%
swebench · Aug 17, 2026
63.2%
swebench · Aug 16, 2026
+22%
GPQA Diamond
60.1%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+16.7%
Time to first token
130 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+10 ms
Output speed
160 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
—
Input price
$0.15/1M
openrouter · Aug 17, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$0.35/1M
Output price
$0.6/1M
openrouter · Aug 17, 2026
$2.5/1M
openrouter · Aug 17, 2026
+$1.9/1M
Context window
128k
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+134k

Workload Cost & Savings Calculator

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

Save 74% with GPT-4o mini
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-4o mini$14.25 / mo
In: $5.25Out: $9
Seed 2.1 Turbo$55.00 / mo
In: $17.5Out: $37.5
Estimated Cost Delta

GPT-4o mini is estimated to save $40.75/month ($489/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
    GPT-4o mini:Pick GPT-4o mini 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 agentsSeed 2.1 Turbo

Higher SWE-bench (63.2%).

High-volume chatGPT-4o mini

Lower output list price ($0.6/1M).

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

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 chatGPT-4o miniLower output list price ($0.6/1M).
Voice / low-latency UISeed 2.1 TurboLower TTFT (120 ms).
Long-document RAGSeed 2.1 TurboLarger window (262k).
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.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-4o mini

Elo 1,272
SWE-bench41.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M
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, GPT-4o mini 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, GPT-4o mini or Seed 2.1 Turbo?
Seed 2.1 Turbo leads SWE-bench at 63.2% vs 41.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-4o mini output tokens are $0.6/1M versus $2.5/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4o mini or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 130 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 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. GPT-4o 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 GPT-4o mini matchups →|All Seed 2.1 Turbo matchups →
GPT-4o mini vs OpenAI o1-mini (next gpt-mini)GPT-5 vs Seed 2.1 TurboDoubao Pro 1.5 vs Seed 2.1 TurboGPT-4.5 Orion vs Seed 2.1 TurboGPT-5.6 Sol vs Seed 2.1 TurboGPT-5.6 Terra vs Seed 2.1 Turbo