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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. Claude Sonnet 4.5 vs DeepSeek R1

Pairwise benchmark snapshot · Aug 1, 2026

Claude Sonnet 4.5 vs DeepSeek R1 benchmark

In this head-to-head showdown, Claude Sonnet 4.5 delivers higher overall intelligence and human-preferred responses (Elo 1,524 vs 1,358), while Claude Sonnet 4.5 leads in SWE-bench software engineering benchmarks (70.1%), while DeepSeek R1 is more budget-friendly at $2.19/1M 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: Choose Claude Sonnet 4.5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose DeepSeek R1 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Claude Sonnet 4.5 (7)DeepSeek R1 (2)
Claude Sonnet 4.5
7 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
DeepSeek R1
2 of 9 Wins
✓Input price✓Output price
Anthropic
Leads 7 of 9 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 2 of 9 metrics
DeepSeek R1

Open-weights reasoning model trained with large-scale RL.

Elo 1,358$2.19/1M out

Claude 4 Series Lineage & Sibling Variants

5 models

Currently comparing Claude Sonnet 4.5 vs DeepSeek R1. Alternative family tiers available.

Active: Claude Sonnet 4.5
Claude Opus 4.5$75Claude Opus 4.6$75Claude Opus 4.8$25Claude Haiku 4.5$5

DeepSeek R1 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
420 ms
Standard speed
Reasoning Depth
~2,800
Internal tokens
Cost / 1k Calls
$7.06
7.6× 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 V4 Provs Qwen 3 Max
Preference LeaderClaude Sonnet 4.5 Wins

Claude Sonnet 4.5

Δ 166 Arena Elo pts

Throughput LeaderClaude Sonnet 4.5 Wins

Claude Sonnet 4.5

88 tok/s

Value per Dollar LeaderDeepSeek R1 Wins

DeepSeek R1

$2.19 / 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 (8)vsDeepSeek R1 (2)
Claude Sonnet 4.5: 8W (80%)Overall: Claude Sonnet 4.5DeepSeek R1: 2W (20%)
← Claude Sonnet 4.5DeepSeek R1 →
🏆Claude Sonnet 4.5(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Sonnet 4.5vsDeepSeek R1
Preference Elo
1,524vs1,358+166
Coding Elo
1,531vs—
SWE-bench
70.1%vs65.2%+4.9%
LiveBench
67.4%vs59%+8.4%
GPQA Diamond
80.2%vs79.8%+0.4%
Claude Sonnet 4.5: 5WDeepSeek R1: 0W
🏆Claude Sonnet 4.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4.5vsDeepSeek R1
Output speed
88 tok/svs62 tok/s+26 tok/s
Time to first token
240 msvs420 ms+180 ms
Claude Sonnet 4.5: 2WDeepSeek R1: 0W
🏆DeepSeek R1(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4.5vsDeepSeek R1
Output price
$15/1Mvs$2.19/1M+$12.81/1M
Input price
$3/1Mvs$0.55/1M+$2.45/1M
Context window
200kvs128k+72k
Claude Sonnet 4.5: 1WDeepSeek R1: 2W

Side-by-Side Benchmark Matrix

Preference Elo+166
Claude Sonnet 4.51,524
seed-bootstrap · Aug 1, 2026
DeepSeek R11,358
seed-bootstrap · Aug 1, 2026
Coding Elo
Claude Sonnet 4.51,531
seed-bootstrap · Aug 1, 2026
DeepSeek R1—
LiveBench+8.4%
Claude Sonnet 4.567.4%
seed-bootstrap · Aug 1, 2026
DeepSeek R159%
seed-bootstrap · Aug 1, 2026
SWE-bench+4.9%
Claude Sonnet 4.570.1%
seed-bootstrap · Aug 1, 2026
DeepSeek R165.2%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+0.4%
Claude Sonnet 4.580.2%
seed-bootstrap · Aug 1, 2026
DeepSeek R179.8%
seed-bootstrap · Aug 1, 2026
Time to first token+180 ms
Claude Sonnet 4.5240 ms
seed-bootstrap · Aug 1, 2026
DeepSeek R1420 ms
seed-bootstrap · Aug 1, 2026
Output speed+26 tok/s
Claude Sonnet 4.588 tok/s
seed-bootstrap · Aug 1, 2026
DeepSeek R162 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$2.45/1M
Claude Sonnet 4.5$3/1M
seed-bootstrap · Aug 1, 2026
DeepSeek R1$0.55/1M
seed-bootstrap · Aug 1, 2026
Output price+$12.81/1M
Claude Sonnet 4.5$15/1M
seed-bootstrap · Aug 1, 2026
DeepSeek R1$2.19/1M
seed-bootstrap · Aug 1, 2026
Context window+72k
Claude Sonnet 4.5200k
seed-bootstrap · Aug 1, 2026
DeepSeek R1128k
seed-bootstrap · Aug 1, 2026
BenchmarkClaude Sonnet 4.5DeepSeek R1Advantage Delta
Preference Elo
1,524
seed-bootstrap · Aug 1, 2026
1,358
seed-bootstrap · Aug 1, 2026
+166
Coding Elo
1,531
seed-bootstrap · Aug 1, 2026
——
LiveBench
67.4%
seed-bootstrap · Aug 1, 2026
59%
seed-bootstrap · Aug 1, 2026
+8.4%
SWE-bench
70.1%
seed-bootstrap · Aug 1, 2026
65.2%
seed-bootstrap · Aug 1, 2026
+4.9%
GPQA Diamond
80.2%
seed-bootstrap · Aug 1, 2026
79.8%
seed-bootstrap · Aug 1, 2026
+0.4%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
420 ms
seed-bootstrap · Aug 1, 2026
+180 ms
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
62 tok/s
seed-bootstrap · Aug 1, 2026
+26 tok/s
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.55/1M
seed-bootstrap · Aug 1, 2026
+$2.45/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$2.19/1M
seed-bootstrap · Aug 1, 2026
+$12.81/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
128k
seed-bootstrap · Aug 1, 2026
+72k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 84% with DeepSeek R1
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 R1$52.10 / mo
In: $19.25Out: $32.85
Estimated Cost Delta

DeepSeek R1 is estimated to save $277.90/month ($3,335/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Sonnet 4.5:Pick Claude Sonnet 4.5 when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek R1:Pick DeepSeek R1 when you are optimizing output cost.
  • 3
    Claude Sonnet 4.5:Pick Claude Sonnet 4.5 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude Sonnet 4.5

Higher SWE-bench (70.1%).

High-volume chatDeepSeek R1

Lower output list price ($2.19/1M).

Voice / low-latency UIClaude Sonnet 4.5

Lower TTFT (240 ms).

Long-document RAGClaude Sonnet 4.5

Larger window (200k).

Screenshots / visionClaude Sonnet 4.5

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude Sonnet 4.5Higher SWE-bench (70.1%).
High-volume chatDeepSeek R1Lower output list price ($2.19/1M).
Voice / low-latency UIClaude Sonnet 4.5Lower TTFT (240 ms).
Long-document RAGClaude Sonnet 4.5Larger window (200k).
Screenshots / visionClaude Sonnet 4.5Claude Sonnet 4.5 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
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

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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 R1

Elo 1,358
SWE-bench65.2%
Speed (tok/s)62 tok/s
Input / 1M Tokens$0.55/1M
Output / 1M Tokens$2.19/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4.5 or DeepSeek R1?
Claude Sonnet 4.5 has the higher preference Elo in our latest snapshot (1,524). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Sonnet 4.5 or DeepSeek R1?
Claude Sonnet 4.5 leads SWE-bench at 70.1% vs 65.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek R1 output tokens are $2.19/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4.5 or DeepSeek R1?
Claude Sonnet 4.5 has the lower time-to-first-token (240 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude Sonnet 4.5 accepts 200k tokens versus 128k.
Can I self-host either model?
DeepSeek R1 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 R1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • 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 R1 matchups →
Claude Sonnet 4.5 vs Claude Sonnet 4 (previous sonnet)Claude Sonnet 4.5 vs Claude Sonnet 5 (next sonnet)DeepSeek R1 vs DeepSeek V3 (previous deepseek)DeepSeek R1 vs DeepSeek V4 Pro (next deepseek)DeepSeek V4 Pro vs Claude Sonnet 4.5DeepSeek V4 Flash vs Claude Sonnet 4.5