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Anthropic Claude Sonnet 5 VS Z.ai GLM 5.2

Claude Sonnet 5 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 13 of 22 task areas we tested; Claude Sonnet 5 takes 9. GLM 5.2 costs 3.2× less per token ($3.76 vs $12 per 1M).

9
Task areas won
13
62
Avg percentile
74
1
Top-3 finishes
0
$12.0
Price / 1M tokens
$3.76
Anthropic
Provider
Z.ai

GLM 5.2 costs 3.2× less per token ($3.76 vs $12 per 1M).

Task by task

Task area Claude Sonnet 5 GLM 5.2 Winner
RAG, Safety & Grounding #86 / 113
Excellent
#6 / 113
Excellent
GLM 5.2
Product & Project Management #61 / 110
Strong
#11 / 110
Excellent
GLM 5.2
Summarization & Meeting Notes #58 / 110
Excellent
#9 / 110
Excellent
GLM 5.2
Content & Brand #67 / 124
Strong
#19 / 124
Strong
GLM 5.2
Structured Output #69 / 113
Strong
#25 / 113
Excellent
GLM 5.2
Customer Support #57 / 113
Strong
#16 / 113
Strong
GLM 5.2
Frontend & Landing Pages #57 / 109
Needs editing
#18 / 109
Needs editing
GLM 5.2
Research & Competitive Analysis #15 / 110
Excellent
#50 / 110
Usable
Claude Sonnet 5
Creative & Comedy #79 / 110 #46 / 110 GLM 5.2
AI Strategy #2 / 126
Strong
#34 / 126
Strong
Claude Sonnet 5
Chef / Home Cooking #28 / 126
Usable
#59 / 126
Usable
Claude Sonnet 5
Executive Assistant #72 / 112
Strong
#43 / 112
Strong
GLM 5.2
Data & Analytics #16 / 110
Excellent
#41 / 110
Excellent
Claude Sonnet 5
Sales #16 / 110
Strong
#39 / 110
Usable
Claude Sonnet 5
Training & Education #52 / 110
Excellent
#29 / 110
Excellent
GLM 5.2
Legal & HR #57 / 110
Excellent
#36 / 110
Excellent
GLM 5.2
Coding #6 / 115
Excellent
#23 / 115
Strong
Claude Sonnet 5
Investor & Pitch #39 / 66
Usable
#24 / 66
Strong
GLM 5.2
Landing Pages #12 / 72
Strong
#26 / 72
Strong
Claude Sonnet 5
Translation & Localization #41 / 110
Excellent
#28 / 110
Excellent
GLM 5.2
Knowledge & Docs #18 / 110
Strong
#21 / 110
Strong
Claude Sonnet 5
Presentations & Decks #22 / 110
Excellent
#25 / 110
Excellent
Claude Sonnet 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 Sonnet 5 better than GLM 5.2?

Across 22 task areas we benchmarked, GLM 5.2 ranks higher in 13 and Claude Sonnet 5 in 9.

Which is cheaper, Claude Sonnet 5 or GLM 5.2?

GLM 5.2 costs 3.2× less per token ($3.76 vs $12 per 1M).

What is Claude Sonnet 5 better at?

Claude Sonnet 5 out-ranks GLM 5.2 at Research & Competitive Analysis, AI Strategy, Chef / Home Cooking.

What is GLM 5.2 better at?

GLM 5.2 out-ranks Claude Sonnet 5 at RAG, Safety & Grounding, Product & Project Management, Summarization & Meeting Notes.

Full Claude Sonnet 5 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