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Anthropic Claude Haiku 4.5 VS DeepSeek DeepSeek V3.1 Terminus

Claude Haiku 4.5 vs DeepSeek V3.1 Terminus: 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 Haiku 4.5 wins 12 of 22 task areas we tested; DeepSeek V3.1 Terminus takes 10. DeepSeek V3.1 Terminus costs 4.9× less per token ($1.22 vs $6 per 1M).

12
Task areas won
10
37
Avg percentile
36
0
Top-3 finishes
0
$6.0
Price / 1M tokens
$1.22
Anthropic
Provider
DeepSeek

DeepSeek V3.1 Terminus costs 4.9× less per token ($1.22 vs $6 per 1M).

Task by task

Task area Claude Haiku 4.5 DeepSeek V3.1 Terminus Winner
Translation & Localization #27 / 110
Excellent
#101 / 110
Strong
Claude Haiku 4.5
Legal & HR #48 / 110
Excellent
#95 / 110
Strong
Claude Haiku 4.5
Structured Output #109 / 113
Usable
#63 / 113
Excellent
DeepSeek V3.1 Terminus
Customer Support #99 / 113
Usable
#69 / 113
Usable
DeepSeek V3.1 Terminus
Frontend & Landing Pages #7 / 109
Usable
#33 / 109
Needs editing
Claude Haiku 4.5
Knowledge & Docs #71 / 110
Usable
#50 / 110
Usable
DeepSeek V3.1 Terminus
Chef / Home Cooking #113 / 126
Needs editing
#95 / 126
Usable
DeepSeek V3.1 Terminus
Landing Pages #61 / 72
Usable
#44 / 72
Strong
DeepSeek V3.1 Terminus
Sales #80 / 110
Usable
#97 / 110
Needs editing
Claude Haiku 4.5
Research & Competitive Analysis #59 / 110
Usable
#46 / 110
Strong
DeepSeek V3.1 Terminus
RAG, Safety & Grounding #97 / 113
Strong
#85 / 113
Excellent
DeepSeek V3.1 Terminus
Content & Brand #89 / 124
Usable
#100 / 124
Usable
Claude Haiku 4.5
AI Strategy #91 / 126
Strong
#101 / 126
Usable
Claude Haiku 4.5
Creative & Comedy #84 / 110 #89 / 110 Claude Haiku 4.5
Summarization & Meeting Notes #27 / 110
Excellent
#32 / 110
Excellent
Claude Haiku 4.5
Training & Education #36 / 110
Excellent
#31 / 110
Excellent
DeepSeek V3.1 Terminus
Executive Assistant #73 / 112
Strong
#77 / 112
Usable
Claude Haiku 4.5
Data & Analytics #53 / 110
Excellent
#56 / 110
Excellent
Claude Haiku 4.5
Presentations & Decks #88 / 110
Strong
#91 / 110
Strong
Claude Haiku 4.5
Coding #94 / 115
Usable
#92 / 115
Usable
DeepSeek V3.1 Terminus
Product & Project Management #38 / 110
Strong
#36 / 110
Strong
DeepSeek V3.1 Terminus
Investor & Pitch #63 / 66
Needs editing
#64 / 66
Needs editing
Claude Haiku 4.5

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

Frequently asked

Is Claude Haiku 4.5 better than DeepSeek V3.1 Terminus?

Across 22 task areas we benchmarked, Claude Haiku 4.5 ranks higher in 12 and DeepSeek V3.1 Terminus in 10.

Which is cheaper, Claude Haiku 4.5 or DeepSeek V3.1 Terminus?

DeepSeek V3.1 Terminus costs 4.9× less per token ($1.22 vs $6 per 1M).

What is Claude Haiku 4.5 better at?

Claude Haiku 4.5 out-ranks DeepSeek V3.1 Terminus at Translation & Localization, Legal & HR, Frontend & Landing Pages.

What is DeepSeek V3.1 Terminus better at?

DeepSeek V3.1 Terminus out-ranks Claude Haiku 4.5 at Structured Output, Customer Support, Knowledge & Docs.

Full Claude Haiku 4.5 review → Full DeepSeek V3.1 Terminus 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