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Z.ai GLM 5.2 VS OpenAI GPT-5 Mini

GLM 5.2 vs GPT-5 Mini: 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 15 of 22 task areas we tested; GPT-5 Mini takes 7. GPT-5 Mini costs 1.7× less per token ($2.25 vs $3.76 per 1M).

15
Task areas won
7
74
Avg percentile
50
0
Top-3 finishes
1
$3.76
Price / 1M tokens
$2.25
Z.ai
Provider
OpenAI

GPT-5 Mini costs 1.7× less per token ($2.25 vs $3.76 per 1M).

Task by task

Task area GLM 5.2 GPT-5 Mini Winner
Customer Support #16 / 113
Strong
#104 / 113
Usable
GLM 5.2
RAG, Safety & Grounding #6 / 113
Excellent
#78 / 113
Excellent
GLM 5.2
Summarization & Meeting Notes #9 / 110
Excellent
#81 / 110
Excellent
GLM 5.2
AI Strategy #34 / 126
Strong
#100 / 126
Usable
GLM 5.2
Executive Assistant #43 / 112
Strong
#108 / 112
Usable
GLM 5.2
Sales #39 / 110
Usable
#102 / 110
Needs editing
GLM 5.2
Training & Education #29 / 110
Excellent
#81 / 110
Strong
GLM 5.2
Content & Brand #19 / 124
Strong
#69 / 124
Strong
GLM 5.2
Research & Competitive Analysis #50 / 110
Usable
#21 / 110
Excellent
GPT-5 Mini
Investor & Pitch #24 / 66
Strong
#50 / 66
Usable
GLM 5.2
Legal & HR #36 / 110
Excellent
#10 / 110
Excellent
GPT-5 Mini
Creative & Comedy #46 / 110 #70 / 110 GLM 5.2
Landing Pages #26 / 72
Strong
#50 / 72
Usable
GLM 5.2
Translation & Localization #28 / 110
Excellent
#52 / 110
Excellent
GLM 5.2
Knowledge & Docs #21 / 110
Strong
#41 / 110
Strong
GLM 5.2
Chef / Home Cooking #59 / 126
Usable
#45 / 126
Usable
GPT-5 Mini
Coding #23 / 115
Strong
#37 / 115
Strong
GLM 5.2
Data & Analytics #41 / 110
Excellent
#27 / 110
Excellent
GPT-5 Mini
Presentations & Decks #25 / 110
Excellent
#39 / 110
Excellent
GLM 5.2
Product & Project Management #11 / 110
Excellent
#1 / 110
Excellent
GPT-5 Mini
Structured Output #25 / 113
Excellent
#17 / 113
Excellent
GPT-5 Mini
Frontend & Landing Pages #18 / 109
Needs editing
#12 / 109
Needs editing
GPT-5 Mini

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

Frequently asked

Is GLM 5.2 better than GPT-5 Mini?

Across 22 task areas we benchmarked, GLM 5.2 ranks higher in 15 and GPT-5 Mini in 7.

Which is cheaper, GLM 5.2 or GPT-5 Mini?

GPT-5 Mini costs 1.7× less per token ($2.25 vs $3.76 per 1M).

What is GLM 5.2 better at?

GLM 5.2 out-ranks GPT-5 Mini at Customer Support, RAG, Safety & Grounding, Summarization & Meeting Notes.

What is GPT-5 Mini better at?

GPT-5 Mini out-ranks GLM 5.2 at Research & Competitive Analysis, Legal & HR, Chef / Home Cooking.

Full GLM 5.2 review → Full GPT-5 Mini 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