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. DeepSeek V4 Pro vs Yi-Lightning

Pairwise benchmark snapshot · Aug 1, 2026

DeepSeek V4 Pro vs Yi-Lightning benchmark

In this head-to-head showdown, DeepSeek V4 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,536 vs 1,475), while DeepSeek V4 Pro leads in SWE-bench software engineering benchmarks (71.6%), while Yi-Lightning is more budget-friendly at $0.14/1M 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 DeepSeek V4 Pro if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Yi-Lightning if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

DeepSeek V4 Pro (6)Yi-Lightning (4)
DeepSeek V4 Pro
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Yi-Lightning
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price
DeepSeek
Leads 6 of 10 metrics
DeepSeek V4 Pro

Open-weight-adjacent DeepSeek flagship. High reasoning density per dollar.

Elo 1,536$1.6/1M out
01.AI
Leads 4 of 10 metrics
Yi-Lightning

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

LightningElo 1,475$0.14/1M out

DeepSeek V4 Series Lineage & Sibling Variants

2 models

Currently comparing DeepSeek V4 Pro vs Yi-Lightning. Alternative family tiers available.

Active: DeepSeek V4 Pro
DeepSeek V4 Flash$0.28

DeepSeek V4 Pro Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Full RL CoT)

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
410 ms
Standard speed
Reasoning Depth
~2,800
Internal tokens
Cost / 1k Calls
$5.16
7.6× standard bill
Accuracy Boost
+6.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for DeepSeek V4 Pro
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderDeepSeek V4 Pro Wins

DeepSeek V4 Pro

Δ 61 Arena Elo pts

Throughput LeaderYi-Lightning Wins

Yi-Lightning

130 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.

DeepSeek V4 Pro (6)vsYi-Lightning (4)
DeepSeek V4 Pro: 6W (60%)Overall: DeepSeek V4 ProYi-Lightning: 4W (40%)
← DeepSeek V4 ProYi-Lightning →
🏆DeepSeek V4 Pro(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V4 ProvsYi-Lightning
Preference Elo
1,536vs1,475+61
Coding Elo
1,544vs1,480+64
SWE-bench
71.6%vs63.4%+8.2%
LiveBench
70.1%vs65%+5.1%
GPQA Diamond
84%vs78%+6%
DeepSeek V4 Pro: 5WYi-Lightning: 0W
🏆Yi-Lightning(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V4 ProvsYi-Lightning
Output speed
70 tok/svs130 tok/s+60 tok/s
Time to first token
410 msvs150 ms+260 ms
DeepSeek V4 Pro: 0WYi-Lightning: 2W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V4 ProvsYi-Lightning
Output price
$1.6/1Mvs$0.14/1M+$1.46/1M
Input price
$0.4/1Mvs$0.14/1M+$0.26/1M
Context window
160kvs16k+144k
DeepSeek V4 Pro: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+61
DeepSeek V4 Pro1,536
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,475
seed-bootstrap · Aug 1, 2026
Coding Elo+64
DeepSeek V4 Pro1,544
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,480
seed-bootstrap · Aug 1, 2026
LiveBench+5.1%
DeepSeek V4 Pro70.1%
seed-bootstrap · Aug 1, 2026
Yi-Lightning65%
seed-bootstrap · Aug 1, 2026
SWE-bench+8.2%
DeepSeek V4 Pro71.6%
seed-bootstrap · Aug 1, 2026
Yi-Lightning63.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+6%
DeepSeek V4 Pro84%
seed-bootstrap · Aug 1, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+260 ms
DeepSeek V4 Pro410 ms
seed-bootstrap · Aug 1, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+60 tok/s
DeepSeek V4 Pro70 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.26/1M
DeepSeek V4 Pro$0.4/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$1.46/1M
DeepSeek V4 Pro$1.6/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+144k
DeepSeek V4 Pro160k
seed-bootstrap · Aug 1, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkDeepSeek V4 ProYi-LightningAdvantage Delta
Preference Elo
1,536
seed-bootstrap · Aug 1, 2026
1,475
seed-bootstrap · Aug 1, 2026
+61
Coding Elo
1,544
seed-bootstrap · Aug 1, 2026
1,480
seed-bootstrap · Aug 1, 2026
+64
LiveBench
70.1%
seed-bootstrap · Aug 1, 2026
65%
seed-bootstrap · Aug 1, 2026
+5.1%
SWE-bench
71.6%
seed-bootstrap · Aug 1, 2026
63.4%
seed-bootstrap · Aug 1, 2026
+8.2%
GPQA Diamond
84%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+6%
Time to first token
410 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+260 ms
Output speed
70 tok/s
seed-bootstrap · Aug 1, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+60 tok/s
Input price
$0.4/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.26/1M
Output price
$1.6/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$1.46/1M
Context window
160k
seed-bootstrap · Aug 1, 2026
16k
seed-bootstrap · Aug 1, 2026
+144k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 82% 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)
DeepSeek V4 Pro$38.00 / mo
In: $14Out: $24
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $31.00/month ($372/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek V4 Pro:Pick DeepSeek V4 Pro when repo-level coding accuracy is the constraint.
  • 2
    Yi-Lightning:Pick Yi-Lightning when you are optimizing output cost.
  • 3
    Yi-Lightning:Pick Yi-Lightning when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsDeepSeek V4 Pro

Higher SWE-bench (71.6%).

High-volume chatYi-Lightning

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

Voice / low-latency UIYi-Lightning

Lower TTFT (150 ms).

Long-document RAGDeepSeek V4 Pro

Larger window (160k).

Screenshots / visionDeepSeek V4 Pro

DeepSeek V4 Pro is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek V4 ProHigher SWE-bench (71.6%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIYi-LightningLower TTFT (150 ms).
Long-document RAGDeepSeek V4 ProLarger window (160k).
Screenshots / visionDeepSeek V4 ProDeepSeek V4 Pro is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareJun 13, 2026

DeepSeek vs Claude: the cheap-versus-frontier question, remapped

Top DeepSeek vs top Anthropic Elo. Usually V4 Pro vs Opus 5. License and invoice decide as much as Elo.

launchJun 12, 2026

DeepSeek V4 Pro: high reasoning density per dollar

2026-06 open-weight-adjacent flagship. The usual cheap-vs-Claude question starts here.

launchJan 20, 2025

DeepSeek R1 stays as the open-weights RL baseline

Jan 2025 reasoning model. Still searched. V4 Pro is the newer DeepSeek buy.

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/deepseek-v4-pro-vs-yi-lightning/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
DeepSeek

DeepSeek V4 Pro

Elo 1,536
SWE-bench71.6%
Speed (tok/s)70 tok/s
Input / 1M Tokens$0.4/1M
Output / 1M Tokens$1.6/1M
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, DeepSeek V4 Pro or Yi-Lightning?
DeepSeek V4 Pro has the higher preference Elo in our latest snapshot (1,536). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek V4 Pro or Yi-Lightning?
DeepSeek V4 Pro leads SWE-bench at 71.6% vs 63.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Lightning output tokens are $0.14/1M versus $1.6/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V4 Pro or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 410 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
DeepSeek V4 Pro accepts 160k tokens versus 16k.
Can I self-host either model?
DeepSeek V4 Pro is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
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. DeepSeek V4 Pro and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Jun 13, 2026

    DeepSeek vs Claude: the cheap-versus-frontier question, remapped

  • launch · Jun 12, 2026

    DeepSeek V4 Pro: high reasoning density per dollar

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek V4 Pro matchups →|All Yi-Lightning matchups →
DeepSeek V4 Pro vs DeepSeek R1 (previous deepseek)DeepSeek V4 Pro vs DeepSeek V4 Flash (next deepseek)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)DeepSeek V4 Flash vs Yi-LightningGPT-4.5 Orion vs DeepSeek V4 Pro