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Anthropic Claude Sonnet 4.6 VS DeepSeek DeepSeek V4 Pro

Claude Sonnet 4.6 vs DeepSeek V4 Pro: which wins at real work?

22 task areas · same graded test runs · rank comparison only, so 0–100 and Elo collections never mix raw scores.

Claude Sonnet 4.6 wins 14 of 22 task areas we tested; DeepSeek V4 Pro takes 8. DeepSeek V4 Pro costs 13.8× less per token ($1.305 vs $18 per 1M).

14
Task areas won
8
76
Avg percentile
67
3
Top-3 finishes
0
$18.0
Price / 1M tokens
$1.3
Anthropic
Provider
DeepSeek

DeepSeek V4 Pro costs 13.8× less per token ($1.305 vs $18 per 1M).

Task by task

Task area Claude Sonnet 4.6 DeepSeek V4 Pro Winner
Structured Output #105 / 113
Usable
#23 / 113
Excellent
DeepSeek V4 Pro
AI Strategy #3 / 126
Strong
#68 / 126
Strong
Claude Sonnet 4.6
Data & Analytics #6 / 110
Excellent
#60 / 110
Excellent
Claude Sonnet 4.6
RAG, Safety & Grounding #73 / 113
Excellent
#27 / 113
Excellent
DeepSeek V4 Pro
Executive Assistant #1 / 112
Strong
#38 / 112
Strong
Claude Sonnet 4.6
Legal & HR #3 / 110
Excellent
#40 / 110
Excellent
Claude Sonnet 4.6
Product & Project Management #48 / 110
Strong
#12 / 110
Excellent
DeepSeek V4 Pro
Training & Education #9 / 110
Excellent
#41 / 110
Excellent
Claude Sonnet 4.6
Creative & Comedy #19 / 110 #50 / 110 Claude Sonnet 4.6
Sales #13 / 110
Strong
#44 / 110
Usable
Claude Sonnet 4.6
Investor & Pitch #4 / 66
Strong
#33 / 66
Strong
Claude Sonnet 4.6
Translation & Localization #13 / 110
Excellent
#32 / 110
Excellent
Claude Sonnet 4.6
Summarization & Meeting Notes #37 / 110
Excellent
#55 / 110
Excellent
Claude Sonnet 4.6
Frontend & Landing Pages #23 / 109
Needs editing
#6 / 109
Usable
DeepSeek V4 Pro
Coding #29 / 115
Strong
#43 / 115
Strong
Claude Sonnet 4.6
Chef / Home Cooking #20 / 126
Usable
#32 / 126
Usable
Claude Sonnet 4.6
Landing Pages #5 / 72
Strong
#16 / 72
Strong
Claude Sonnet 4.6
Customer Support #62 / 113
Strong
#52 / 113
Strong
DeepSeek V4 Pro
Knowledge & Docs #35 / 110
Strong
#25 / 110
Strong
DeepSeek V4 Pro
Research & Competitive Analysis #35 / 110
Strong
#44 / 110
Strong
Claude Sonnet 4.6
Presentations & Decks #35 / 110
Excellent
#31 / 110
Excellent
DeepSeek V4 Pro
Content & Brand #31 / 124
Strong
#29 / 124
Strong
DeepSeek V4 Pro

Rank = position among every model config we tested in that task area (lower is better). Sorted by biggest gap first.

Frequently asked

Is Claude Sonnet 4.6 better than DeepSeek V4 Pro?

Across 22 task areas we benchmarked, Claude Sonnet 4.6 ranks higher in 14 and DeepSeek V4 Pro in 8.

Which is cheaper, Claude Sonnet 4.6 or DeepSeek V4 Pro?

DeepSeek V4 Pro costs 13.8× less per token ($1.305 vs $18 per 1M).

What is Claude Sonnet 4.6 better at?

Claude Sonnet 4.6 out-ranks DeepSeek V4 Pro at AI Strategy, Data & Analytics, Executive Assistant.

What is DeepSeek V4 Pro better at?

DeepSeek V4 Pro out-ranks Claude Sonnet 4.6 at Structured Output, RAG, Safety & Grounding, Product & Project Management.

Full Claude Sonnet 4.6 review → Full DeepSeek V4 Pro review → Full model leaderboard →

More comparisons

This page is Spring Prompt, running in public

We just did this for every model. Do it for your prompt.

The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.

  • Generate test cases from your prompt — no eval set required to start.
  • Compare models side by side with quality, cost and latency in one matrix.
  • Optimise the winner until the scores say it's ready to ship.
Experiment · Cold outreach email

Prompt × model results

12 test cases · 3 evals
Claude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s