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DeepSeek DeepSeek V3.1 Terminus VS DeepSeek DeepSeek V3.2

DeepSeek V3.1 Terminus vs DeepSeek V3.2: 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.

DeepSeek V3.2 wins 13 of 22 task areas we tested; DeepSeek V3.1 Terminus takes 9. DeepSeek V3.2 costs 2.1× less per token ($0.572 vs $1.22 per 1M).

9
Task areas won
13
36
Avg percentile
38
0
Top-3 finishes
0
$1.22
Price / 1M tokens
$0.57
DeepSeek
Provider
DeepSeek

DeepSeek V3.2 costs 2.1× less per token ($0.572 vs $1.22 per 1M).

Task by task

Task area DeepSeek V3.1 Terminus DeepSeek V3.2 Winner
Investor & Pitch #64 / 66
Needs editing
#46 / 66
Usable
DeepSeek V3.2
Chef / Home Cooking #95 / 126
Usable
#78 / 126
Usable
DeepSeek V3.2
Product & Project Management #36 / 110
Strong
#21 / 110
Excellent
DeepSeek V3.2
Data & Analytics #56 / 110
Excellent
#69 / 110
Excellent
DeepSeek V3.1 Terminus
Translation & Localization #101 / 110
Strong
#89 / 110
Strong
DeepSeek V3.2
Presentations & Decks #91 / 110
Strong
#81 / 110
Strong
DeepSeek V3.2
Coding #92 / 115
Usable
#100 / 115
Usable
DeepSeek V3.1 Terminus
Frontend & Landing Pages #33 / 109
Needs editing
#25 / 109
Needs editing
DeepSeek V3.2
Knowledge & Docs #50 / 110
Usable
#58 / 110
Usable
DeepSeek V3.1 Terminus
Research & Competitive Analysis #46 / 110
Strong
#53 / 110
Usable
DeepSeek V3.1 Terminus
Training & Education #31 / 110
Excellent
#38 / 110
Excellent
DeepSeek V3.1 Terminus
Sales #97 / 110
Needs editing
#91 / 110
Usable
DeepSeek V3.2
Content & Brand #100 / 124
Usable
#95 / 124
Usable
DeepSeek V3.2
Customer Support #69 / 113
Usable
#74 / 113
Usable
DeepSeek V3.1 Terminus
Legal & HR #95 / 110
Strong
#90 / 110
Strong
DeepSeek V3.2
Landing Pages #44 / 72
Strong
#48 / 72
Usable
DeepSeek V3.1 Terminus
Structured Output #63 / 113
Excellent
#67 / 113
Strong
DeepSeek V3.1 Terminus
Creative & Comedy #89 / 110 #87 / 110 DeepSeek V3.2
RAG, Safety & Grounding #85 / 113
Excellent
#83 / 113
Excellent
DeepSeek V3.2
Summarization & Meeting Notes #32 / 110
Excellent
#30 / 110
Excellent
DeepSeek V3.2
AI Strategy #101 / 126
Usable
#102 / 126
Usable
DeepSeek V3.1 Terminus
Executive Assistant #77 / 112
Usable
#76 / 112
Usable
DeepSeek V3.2

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

Frequently asked

Is DeepSeek V3.1 Terminus better than DeepSeek V3.2?

Across 22 task areas we benchmarked, DeepSeek V3.2 ranks higher in 13 and DeepSeek V3.1 Terminus in 9.

Which is cheaper, DeepSeek V3.1 Terminus or DeepSeek V3.2?

DeepSeek V3.2 costs 2.1× less per token ($0.572 vs $1.22 per 1M).

What is DeepSeek V3.1 Terminus better at?

DeepSeek V3.1 Terminus out-ranks DeepSeek V3.2 at Data & Analytics, Coding, Knowledge & Docs.

What is DeepSeek V3.2 better at?

DeepSeek V3.2 out-ranks DeepSeek V3.1 Terminus at Investor & Pitch, Chef / Home Cooking, Product & Project Management.

Full DeepSeek V3.1 Terminus review → Full DeepSeek V3.2 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