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DeepSeek DeepSeek V4 Pro VS Z.ai GLM 5.2

DeepSeek V4 Pro vs GLM 5.2: 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.

GLM 5.2 wins 16 of 22 task areas we tested; DeepSeek V4 Pro takes 6. DeepSeek V4 Pro costs 2.9× less per token ($1.305 vs $3.76 per 1M).

6
Task areas won
16
67
Avg percentile
74
0
Top-3 finishes
0
$1.3
Price / 1M tokens
$3.76
DeepSeek
Provider
Z.ai

DeepSeek V4 Pro costs 2.9× less per token ($1.305 vs $3.76 per 1M).

Task by task

Task area DeepSeek V4 Pro GLM 5.2 Winner
Summarization & Meeting Notes #55 / 110
Excellent
#9 / 110
Excellent
GLM 5.2
Customer Support #52 / 113
Strong
#16 / 113
Strong
GLM 5.2
AI Strategy #68 / 126
Strong
#34 / 126
Strong
GLM 5.2
Chef / Home Cooking #32 / 126
Usable
#59 / 126
Usable
DeepSeek V4 Pro
RAG, Safety & Grounding #27 / 113
Excellent
#6 / 113
Excellent
GLM 5.2
Coding #43 / 115
Strong
#23 / 115
Strong
GLM 5.2
Data & Analytics #60 / 110
Excellent
#41 / 110
Excellent
GLM 5.2
Frontend & Landing Pages #6 / 109
Usable
#18 / 109
Needs editing
DeepSeek V4 Pro
Training & Education #41 / 110
Excellent
#29 / 110
Excellent
GLM 5.2
Content & Brand #29 / 124
Strong
#19 / 124
Strong
GLM 5.2
Landing Pages #16 / 72
Strong
#26 / 72
Strong
DeepSeek V4 Pro
Investor & Pitch #33 / 66
Strong
#24 / 66
Strong
GLM 5.2
Presentations & Decks #31 / 110
Excellent
#25 / 110
Excellent
GLM 5.2
Research & Competitive Analysis #44 / 110
Strong
#50 / 110
Usable
DeepSeek V4 Pro
Executive Assistant #38 / 112
Strong
#43 / 112
Strong
DeepSeek V4 Pro
Sales #44 / 110
Usable
#39 / 110
Usable
GLM 5.2
Creative & Comedy #50 / 110 #46 / 110 GLM 5.2
Knowledge & Docs #25 / 110
Strong
#21 / 110
Strong
GLM 5.2
Legal & HR #40 / 110
Excellent
#36 / 110
Excellent
GLM 5.2
Translation & Localization #32 / 110
Excellent
#28 / 110
Excellent
GLM 5.2
Structured Output #23 / 113
Excellent
#25 / 113
Excellent
DeepSeek V4 Pro
Product & Project Management #12 / 110
Excellent
#11 / 110
Excellent
GLM 5.2

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

Frequently asked

Is DeepSeek V4 Pro better than GLM 5.2?

Across 22 task areas we benchmarked, GLM 5.2 ranks higher in 16 and DeepSeek V4 Pro in 6.

Which is cheaper, DeepSeek V4 Pro or GLM 5.2?

DeepSeek V4 Pro costs 2.9× less per token ($1.305 vs $3.76 per 1M).

What is DeepSeek V4 Pro better at?

DeepSeek V4 Pro out-ranks GLM 5.2 at Chef / Home Cooking, Frontend & Landing Pages, Landing Pages.

What is GLM 5.2 better at?

GLM 5.2 out-ranks DeepSeek V4 Pro at Summarization & Meeting Notes, Customer Support, AI Strategy.

Full DeepSeek V4 Pro review → Full GLM 5.2 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