CompareLLM
CompareLLM.ai
Live
Explore
Compare
Decide
Track
Learn
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

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

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. Gemini 1.5 Pro vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 17, 2026

Gemini 1.5 Pro 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 1,260), while Seed 2.1 Turbo leads in SWE-bench software engineering benchmarks (63.2%), 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: Seed 2.1 Turbo holds the advantage over Gemini 1.5 Pro 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.
Share Analysis:Share:
WhatsAppTelegramXLinkedIn
Executive Verdict Summary

Seed 2.1 Turbo holds empirical advantage (8 of 9 metrics)

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

Verified Advantage Breakdown

9 benchmarks evaluated across capability, speed, and cost

Gemini 1.5 Pro (1)Seed 2.1 Turbo (8)
Gemini 1.5 Pro
1 of 9 Wins
✓Context window
Seed 2.1 Turbo
8 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price
Google
Leads 1 of 9
Gemini 1.5 Pro

First million-token Gemini Pro. Baseline for 1.5 vs 2.5 vs 3.x Pro.

Elo 1,260In: $1.25 · Out: $5/1M
ByteDance
Leads 8 of 9
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
Top Rival Showdowns for Gemini 1.5 Pro
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

Δ 212 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 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.

Gemini 1.5 Pro (1)vsSeed 2.1 Turbo (9)
Gemini 1.5 Pro: 1W (10%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 9W (90%)
← Gemini 1.5 ProSeed 2.1 Turbo →
🏆Seed 2.1 Turbo Leads(5/5)

Intelligence & Reasoning

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

Benchmark
Gemini 1.5 ProvsSeed 2.1 Turbo
Preference Elo
1,260vs1,472+212
Coding Elo
—vs1,480
SWE-bench
38%vs63.2%+25.2%
LiveBench
49.2%vs64.8%+15.6%
GPQA Diamond
58%vs76.8%+18.8%
Gemini 1.5 Pro: 0WSeed 2.1 Turbo: 5W
🏆Seed 2.1 Turbo Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Gemini 1.5 ProvsSeed 2.1 Turbo
Output speed
70 tok/svs160 tok/s+90 tok/s
Time to first token
240 msvs120 ms+120 ms
Gemini 1.5 Pro: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Gemini 1.5 ProvsSeed 2.1 Turbo
Output price
$5/1Mvs$2.5/1M+$2.5/1M
Input price
$1.25/1Mvs$0.5/1M+$0.75/1M
Context window
2Mvs262k+1.7M
Gemini 1.5 Pro: 1WSeed 2.1 Turbo: 2W

Side-by-Side Benchmark Matrix

Gemini 1.5 ProSeed 2.1 Turbo
Preference EloSeed 2.1 Turbo +212
Gemini 1.5 Pro1,260
Seed 2.1 Turbo1,472
Coding Elo
Gemini 1.5 Pro—
Seed 2.1 Turbo1,480
LiveBenchSeed 2.1 Turbo +15.6%
Gemini 1.5 Pro49.2%
Seed 2.1 Turbo64.8%
SWE-benchSeed 2.1 Turbo +25.2%
Gemini 1.5 Pro38%
Seed 2.1 Turbo63.2%
GPQA DiamondSeed 2.1 Turbo +18.8%
Gemini 1.5 Pro58%
Seed 2.1 Turbo76.8%
Time to first tokenSeed 2.1 Turbo +120 ms
Gemini 1.5 Pro240 ms
Seed 2.1 Turbo120 ms
Output speedSeed 2.1 Turbo +90 tok/s
Gemini 1.5 Pro70 tok/s
Seed 2.1 Turbo160 tok/s
Input priceSeed 2.1 Turbo +$0.75/1M
Gemini 1.5 Pro$1.25/1M
Seed 2.1 Turbo$0.5/1M
Output priceSeed 2.1 Turbo +$2.5/1M
Gemini 1.5 Pro$5/1M
Seed 2.1 Turbo$2.5/1M
Context windowGemini 1.5 Pro +1.7M
Gemini 1.5 Pro2M
Seed 2.1 Turbo262k
BenchmarkGemini 1.5 ProSeed 2.1 TurboAdvantage Delta
Preference Elo
1,260
lmarena · Aug 17, 2026
1,472
lmarena · Aug 16, 2026
+212
Coding Elo—
1,480
lmarena · Aug 16, 2026
—
LiveBench
49.2%
livebench · Aug 17, 2026
64.8%
livebench · Aug 16, 2026
+15.6%
SWE-bench
38%
swebench · Aug 17, 2026
63.2%
swebench · Aug 16, 2026
+25.2%
GPQA Diamond
58%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+18.8%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+120 ms
Output speed
70 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+90 tok/s
Input price
$1.25/1M
seed-bootstrap · Aug 1, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$0.75/1M
Output price
$5/1M
seed-bootstrap · Aug 1, 2026
$2.5/1M
openrouter · Aug 17, 2026
+$2.5/1M
Context window
2M
seed-bootstrap · Aug 1, 2026
262k
openrouter · Aug 17, 2026
+1.7M

Workload Cost & Savings Calculator

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

Save 54% 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)
Gemini 1.5 Pro$118.75 / mo
In: $43.75Out: $75
Seed 2.1 Turbo$55.00 / mo
In: $17.5Out: $37.5
Estimated Cost Delta

Seed 2.1 Turbo is estimated to save $63.75/month ($765/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
    Gemini 1.5 Pro:Pick Gemini 1.5 Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsSeed 2.1 Turbo

Higher SWE-bench (63.2%).

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 RAGGemini 1.5 Pro

Larger window (2M).

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 ($2.5/1M).
Voice / low-latency UISeed 2.1 TurboLower TTFT (120 ms).
Long-document RAGGemini 1.5 ProLarger window (2M).
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.

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/gemini-1-5-pro-vs-seed-2-1-turbo/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Google

Gemini 1.5 Pro

Elo 1,260
SWE-bench38%
Speed (tok/s)70 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$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, Gemini 1.5 Pro 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, Gemini 1.5 Pro or Seed 2.1 Turbo?
Seed 2.1 Turbo leads SWE-bench at 63.2% vs 38%. 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 $5/1M. Input prices and retry rates still move the real bill.
Which is faster, Gemini 1.5 Pro or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Gemini 1.5 Pro accepts 2M tokens versus 262k.
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. Gemini 1.5 Pro 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 Gemini 1.5 Pro matchups →|All Seed 2.1 Turbo matchups →
Gemini 1.5 Pro vs Gemini 2.5 Pro (next gemini-pro)Gemini 3 Pro vs Seed 2.1 TurboGemini 3 Flash vs Seed 2.1 TurboDoubao Pro 1.5 vs Seed 2.1 TurboGemini 2.0 Flash Thinking vs Seed 2.1 TurboGemini 3.6 Pro vs Seed 2.1 Turbo