CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
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. Seed 2.1 Turbo vs Yi-Lightning

Pairwise benchmark snapshot · Aug 16, 2026

Seed 2.1 Turbo vs Yi-Lightning benchmark

In this head-to-head showdown, Yi-Lightning delivers higher overall intelligence and human-preferred responses (Elo 1,475 vs 1,472), while Yi-Lightning leads in SWE-bench software engineering benchmarks (63.4%), while Yi-Lightning is more budget-friendly at $0.14/1M per 1M output tokens, while Seed 2.1 Turbo provides faster response streaming (160 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Yi-Lightning holds the advantage over Seed 2.1 Turbo in overall benchmark performance and human evaluation rankings. Choose Yi-Lightning for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

Seed 2.1 Turbo (3)Yi-Lightning (6)
Seed 2.1 Turbo
3 of 9 Wins
✓Time to first token✓Output speed✓Context window
Yi-Lightning
6 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price
ByteDance
Leads 3 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
01.AI
Leads 6 of 9 metrics
Yi-Lightning

01.AI ultra-fast reasoning model delivering top LiveBench efficiency.

LightningElo 1,475$0.14/1M out

Doubao Series Lineage & Sibling Variants

3 models

Currently comparing Seed 2.1 Turbo vs Yi-Lightning. Alternative family tiers available.

Active: Seed 2.1 Turbo
Doubao Pro 1.5$0.28Doubao Lite 1.5$0.1
Top Rival Showdowns for Seed 2.1 Turbo
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderYi-Lightning Wins

Yi-Lightning

Δ 3 Arena Elo pts

Throughput LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

160 tok/s

Value per Dollar LeaderYi-Lightning Wins

Yi-Lightning

$0.14 / 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.

Seed 2.1 Turbo (3)vsYi-Lightning (6)
Seed 2.1 Turbo: 3W (33%)Overall: Yi-LightningYi-Lightning: 6W (67%)
← Seed 2.1 Turbo1 tiesYi-Lightning →
🏆Yi-Lightning(4/5)

Intelligence & Reasoning

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

Benchmark
Seed 2.1 TurbovsYi-Lightning
Preference Elo
1,472vs1,475+3
Coding Elo
1,480vs1,480
SWE-bench
63.2%vs63.4%+0.2%
LiveBench
64.8%vs65%+0.2%
GPQA Diamond
76.8%vs78%+1.2%
Seed 2.1 Turbo: 0WYi-Lightning: 4W
🏆Seed 2.1 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Seed 2.1 TurbovsYi-Lightning
Output speed
160 tok/svs130 tok/s+30 tok/s
Time to first token
120 msvs150 ms+30 ms
Seed 2.1 Turbo: 2WYi-Lightning: 0W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Seed 2.1 TurbovsYi-Lightning
Output price
$1.1/1Mvs$0.14/1M+$0.96/1M
Input price
$0.27/1Mvs$0.14/1M+$0.13/1M
Context window
256kvs16k+240k
Seed 2.1 Turbo: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+3
Seed 2.1 Turbo1,472
seed-bootstrap · Aug 16, 2026
Yi-Lightning1,475
seed-bootstrap · Aug 1, 2026
Coding Elo
Seed 2.1 Turbo1,480
seed-bootstrap · Aug 16, 2026
Yi-Lightning1,480
seed-bootstrap · Aug 1, 2026
LiveBench+0.2%
Seed 2.1 Turbo64.8%
seed-bootstrap · Aug 16, 2026
Yi-Lightning65%
seed-bootstrap · Aug 1, 2026
SWE-bench+0.2%
Seed 2.1 Turbo63.2%
seed-bootstrap · Aug 16, 2026
Yi-Lightning63.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+1.2%
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+30 ms
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+30 tok/s
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.13/1M
Seed 2.1 Turbo$0.27/1M
seed-bootstrap · Aug 16, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.96/1M
Seed 2.1 Turbo$1.1/1M
seed-bootstrap · Aug 16, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+240k
Seed 2.1 Turbo256k
seed-bootstrap · Aug 16, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkSeed 2.1 TurboYi-LightningAdvantage Delta
Preference Elo
1,472
seed-bootstrap · Aug 16, 2026
1,475
seed-bootstrap · Aug 1, 2026
+3
Coding Elo
1,480
seed-bootstrap · Aug 16, 2026
1,480
seed-bootstrap · Aug 1, 2026
—
LiveBench
64.8%
seed-bootstrap · Aug 16, 2026
65%
seed-bootstrap · Aug 1, 2026
+0.2%
SWE-bench
63.2%
seed-bootstrap · Aug 16, 2026
63.4%
seed-bootstrap · Aug 1, 2026
+0.2%
GPQA Diamond
76.8%
seed-bootstrap · Aug 16, 2026
78%
seed-bootstrap · Aug 1, 2026
+1.2%
Time to first token
120 ms
seed-bootstrap · Aug 16, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+30 ms
Output speed
160 tok/s
seed-bootstrap · Aug 16, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+30 tok/s
Input price
$0.27/1M
seed-bootstrap · Aug 16, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.13/1M
Output price
$1.1/1M
seed-bootstrap · Aug 16, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.96/1M
Context window
256k
seed-bootstrap · Aug 16, 2026
16k
seed-bootstrap · Aug 1, 2026
+240k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 73% with Yi-Lightning
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Seed 2.1 Turbo$25.95 / mo
In: $9.45Out: $16.5
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $18.95/month ($227/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Yi-Lightning:Pick Yi-Lightning 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
    Yi-Lightning:Pick Yi-Lightning as the default general assistant.

Recommended Workload Routing

Repo / coding agentsYi-Lightning

Higher SWE-bench (63.4%).

High-volume chatYi-Lightning

Lower output list price ($0.14/1M).

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

Seed 2.1 Turbo is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsYi-LightningHigher SWE-bench (63.4%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UISeed 2.1 TurboLower TTFT (120 ms).
Long-document RAGSeed 2.1 TurboLarger window (256k).
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

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/seed-2-1-turbo-vs-yi-lightning/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
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
01.AI

Yi-Lightning

Elo 1,475
SWE-bench63.4%
Speed (tok/s)130 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.14/1M

Frequently Asked Questions

Which is better overall, Seed 2.1 Turbo or Yi-Lightning?
Yi-Lightning has the higher preference Elo in our latest snapshot (1,475). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Seed 2.1 Turbo or Yi-Lightning?
Yi-Lightning leads SWE-bench at 63.4% vs 63.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Lightning output tokens are $0.14/1M versus $1.1/1M. Input prices and retry rates still move the real bill.
Which is faster, Seed 2.1 Turbo or Yi-Lightning?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 150 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 16k.
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. Seed 2.1 Turbo and Yi-Lightning 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 Seed 2.1 Turbo matchups →|All Yi-Lightning matchups →
Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Doubao Pro 1.5 vs Seed 2.1 TurboYi-Large vs Seed 2.1 TurboMistral Large 3 vs Seed 2.1 TurboGemini 2.0 Flash Thinking vs Yi-Lightning