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. Claude Sonnet 4.5 vs DeepSeek V4 Pro

Pairwise benchmark snapshot · Aug 17, 2026

Claude Sonnet 4.5 vs DeepSeek V4 Pro benchmark

In this head-to-head showdown, DeepSeek V4 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,536 vs 1,524), while DeepSeek V4 Pro leads in SWE-bench software engineering benchmarks (71.6%), while DeepSeek V4 Pro is more budget-friendly at $3.96/1M per 1M output tokens, while Claude Sonnet 4.5 provides faster response streaming (88 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: DeepSeek V4 Pro holds the advantage over Claude Sonnet 4.5 in overall benchmark performance and human evaluation rankings. Choose DeepSeek V4 Pro for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

Claude Sonnet 4.5 (2)DeepSeek V4 Pro (8)
Claude Sonnet 4.5
2 of 10 Wins
✓Time to first token✓Output speed
DeepSeek V4 Pro
8 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price✓Context window
Anthropic
Leads 2 of 10 metrics
Claude Sonnet 4.5

Workhorse Anthropic model: most of Opus coding quality at a mid-tier price.

Sonnet 4.5Elo 1,524$15/1M out
DeepSeek
Leads 8 of 10 metrics
DeepSeek V4 Pro

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

Elo 1,536$3.9600000000000004/1M out

Claude 4 Series Lineage & Sibling Variants

5 models

Currently comparing Claude Sonnet 4.5 vs DeepSeek V4 Pro. Alternative family tiers available.

Active: Claude Sonnet 4.5
Claude Opus 4.5$25Claude Opus 4.6$25Claude Opus 4.8$25Claude Haiku 4.5$5

DeepSeek V4 Pro Thinking Depth & Cost Scaler

Model B

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
$12.94
7.0× standard bill
Accuracy Boost
+6.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude Sonnet 4.5
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek R1vs Qwen 3 Max
Preference LeaderDeepSeek V4 Pro Wins

DeepSeek V4 Pro

Δ 12 Arena Elo pts

Throughput LeaderClaude Sonnet 4.5 Wins

Claude Sonnet 4.5

88 tok/s

Value per Dollar LeaderDeepSeek V4 Pro Wins

DeepSeek V4 Pro

$3.9600000000000004 / 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.

Claude Sonnet 4.5 (2)vsDeepSeek V4 Pro (8)
Claude Sonnet 4.5: 2W (20%)Overall: DeepSeek V4 ProDeepSeek V4 Pro: 8W (80%)
← Claude Sonnet 4.5DeepSeek V4 Pro →
🏆DeepSeek V4 Pro(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Sonnet 4.5vsDeepSeek V4 Pro
Preference Elo
1,524vs1,536+12
Coding Elo
1,531vs1,544+13
SWE-bench
70.1%vs71.6%+1.5%
LiveBench
67.4%vs70.1%+2.7%
GPQA Diamond
80.2%vs84%+3.8%
Claude Sonnet 4.5: 0WDeepSeek V4 Pro: 5W
🏆Claude Sonnet 4.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4.5vsDeepSeek V4 Pro
Output speed
88 tok/svs70 tok/s+18 tok/s
Time to first token
240 msvs410 ms+170 ms
Claude Sonnet 4.5: 2WDeepSeek V4 Pro: 0W
🏆DeepSeek V4 Pro(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4.5vsDeepSeek V4 Pro
Output price
$15/1Mvs$3.96/1M+$11.04/1M
Input price
$3/1Mvs$1.32/1M+$1.68/1M
Context window
1Mvs1M+49k
Claude Sonnet 4.5: 0WDeepSeek V4 Pro: 3W

Side-by-Side Benchmark Matrix

Preference Elo+12
Claude Sonnet 4.51,524
lmarena · Aug 17, 2026
DeepSeek V4 Pro1,536
lmarena · Aug 17, 2026
Coding Elo+13
Claude Sonnet 4.51,531
lmarena · Aug 17, 2026
DeepSeek V4 Pro1,544
lmarena · Aug 17, 2026
LiveBench+2.7%
Claude Sonnet 4.567.4%
livebench · Aug 17, 2026
DeepSeek V4 Pro70.1%
livebench · Aug 17, 2026
SWE-bench+1.5%
Claude Sonnet 4.570.1%
swebench · Aug 17, 2026
DeepSeek V4 Pro71.6%
swebench · Aug 17, 2026
GPQA Diamond+3.8%
Claude Sonnet 4.580.2%
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Pro84%
seed-bootstrap · Aug 1, 2026
Time to first token+170 ms
Claude Sonnet 4.5240 ms
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Pro410 ms
seed-bootstrap · Aug 1, 2026
Output speed+18 tok/s
Claude Sonnet 4.588 tok/s
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Pro70 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.68/1M
Claude Sonnet 4.5$3/1M
openrouter · Aug 17, 2026
DeepSeek V4 Pro$1.32/1M
openrouter · Aug 17, 2026
Output price+$11.04/1M
Claude Sonnet 4.5$15/1M
openrouter · Aug 17, 2026
DeepSeek V4 Pro$3.96/1M
openrouter · Aug 17, 2026
Context window+49k
Claude Sonnet 4.51M
openrouter · Aug 17, 2026
DeepSeek V4 Pro1M
openrouter · Aug 17, 2026
BenchmarkClaude Sonnet 4.5DeepSeek V4 ProAdvantage Delta
Preference Elo
1,524
lmarena · Aug 17, 2026
1,536
lmarena · Aug 17, 2026
+12
Coding Elo
1,531
lmarena · Aug 17, 2026
1,544
lmarena · Aug 17, 2026
+13
LiveBench
67.4%
livebench · Aug 17, 2026
70.1%
livebench · Aug 17, 2026
+2.7%
SWE-bench
70.1%
swebench · Aug 17, 2026
71.6%
swebench · Aug 17, 2026
+1.5%
GPQA Diamond
80.2%
seed-bootstrap · Aug 1, 2026
84%
seed-bootstrap · Aug 1, 2026
+3.8%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
410 ms
seed-bootstrap · Aug 1, 2026
+170 ms
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
70 tok/s
seed-bootstrap · Aug 1, 2026
+18 tok/s
Input price
$3/1M
openrouter · Aug 17, 2026
$1.32/1M
openrouter · Aug 17, 2026
+$1.68/1M
Output price
$15/1M
openrouter · Aug 17, 2026
$3.96/1M
openrouter · Aug 17, 2026
+$11.04/1M
Context window
1M
openrouter · Aug 17, 2026
1M
openrouter · Aug 17, 2026
+49k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 68% with DeepSeek V4 Pro
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Sonnet 4.5$330.00 / mo
In: $105Out: $225
DeepSeek V4 Pro$105.60 / mo
In: $46.2Out: $59.4
Estimated Cost Delta

DeepSeek V4 Pro is estimated to save $224.40/month ($2,693/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
    Claude Sonnet 4.5:Pick Claude Sonnet 4.5 when time-to-first-token matters more than peak Elo.
  • 3
    DeepSeek V4 Pro:Pick DeepSeek V4 Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsDeepSeek V4 Pro

Higher SWE-bench (71.6%).

High-volume chatDeepSeek V4 Pro

Lower output list price ($3.96/1M).

Voice / low-latency UIClaude Sonnet 4.5

Lower TTFT (240 ms).

Long-document RAGDeepSeek V4 Pro

Larger window (1M).

Screenshots / visionClaude Sonnet 4.5

Claude Sonnet 4.5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek V4 ProHigher SWE-bench (71.6%).
High-volume chatDeepSeek V4 ProLower output list price ($3.96/1M).
Voice / low-latency UIClaude Sonnet 4.5Lower TTFT (240 ms).
Long-document RAGDeepSeek V4 ProLarger window (1M).
Screenshots / visionClaude Sonnet 4.5Claude Sonnet 4.5 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.

launchFeb 18, 2026

Claude Sonnet 4.5 is the previous workhorse — still a valid vs baseline

Most of Opus 4.5 coding at a mid-tier price. Sonnet 5 replaced it as the buy; 4.5 remains a compare baseline.

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/claude-sonnet-4-5-vs-deepseek-v4-pro/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Sonnet 4.5

Elo 1,524
SWE-bench70.1%
Speed (tok/s)88 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
DeepSeek

DeepSeek V4 Pro

Elo 1,536
SWE-bench71.6%
Speed (tok/s)70 tok/s
Input / 1M Tokens$1.32/1M
Output / 1M Tokens$3.96/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4.5 or DeepSeek V4 Pro?
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, Claude Sonnet 4.5 or DeepSeek V4 Pro?
DeepSeek V4 Pro leads SWE-bench at 71.6% vs 70.1%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek V4 Pro output tokens are $3.96/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4.5 or DeepSeek V4 Pro?
Claude Sonnet 4.5 has the lower time-to-first-token (240 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 1M tokens versus 1M.
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. Claude Sonnet 4.5 and DeepSeek V4 Pro 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 · Feb 18, 2026

    Claude Sonnet 4.5 is the previous workhorse — still a valid vs baseline

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All Claude Sonnet 4.5 matchups →|All DeepSeek V4 Pro matchups →
Claude Sonnet 4.5 vs Claude Sonnet 4 (previous sonnet)Claude Sonnet 4.5 vs Claude Sonnet 5 (next sonnet)DeepSeek V4 Pro vs DeepSeek R1 (previous deepseek)DeepSeek V4 Pro vs DeepSeek V4 Flash (next deepseek)Claude Sonnet 5 vs DeepSeek V4 ProDeepSeek V4 Flash vs Claude Sonnet 4.5