CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. GLM-5.2 vs GPT-5 mini

Pairwise benchmark snapshot · Aug 1, 2026

GLM-5.2 vs GPT-5 mini benchmark

In this head-to-head showdown, GLM-5.2 delivers higher overall intelligence and human-preferred responses (Elo 1,492 vs 1,410), while GLM-5.2 leads in SWE-bench software engineering benchmarks (69.3%), while GLM-5.2 is more budget-friendly at $1.8/1M per 1M output tokens, while GPT-5 mini provides faster response streaming (155 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: GLM-5.2 holds the advantage over GPT-5 mini in overall benchmark performance and human evaluation rankings. Choose GLM-5.2 for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

GLM-5.2 (6)GPT-5 mini (4)
GLM-5.2
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Output price
GPT-5 mini
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Context window
Zhipu
Leads 6 of 10 metrics
GLM-5.2

Zhipu flagship. Strong Chinese/English coding and agents.

GLM-5.2Elo 1,492$1.8/1M out
OpenAI
Leads 4 of 10 metrics
GPT-5 mini

Cost-efficient GPT-5 distill for high-volume agents.

Mini DistillElo 1,410$2/1M out

GLM-5 Series Lineage & Sibling Variants

3 models

Currently comparing GLM-5.2 vs GPT-5 mini. Alternative family tiers available.

Active: GLM-5.2
GLM-5V Turbo$0.6GLM-5.3$1.8
Top Rival Showdowns for GLM-5.2
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderGLM-5.2 Wins

GLM-5.2

Δ 82 Arena Elo pts

Throughput LeaderGPT-5 mini Wins

GPT-5 mini

155 tok/s

Value per Dollar LeaderGLM-5.2 Wins

GLM-5.2

$1.8 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

GLM-5.2 (6)vsGPT-5 mini (4)
GLM-5.2: 6W (60%)Overall: GLM-5.2GPT-5 mini: 4W (40%)
← GLM-5.2GPT-5 mini →
🏆GLM-5.2(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
GLM-5.2vsGPT-5 mini
Preference Elo
1,492vs1,410+82
Coding Elo
1,504vs1,395+109
SWE-bench
69.3%vs52.4%+16.9%
LiveBench
65.2%vs61.2%+4%
GPQA Diamond
79.5%vs72%+7.5%
GLM-5.2: 5WGPT-5 mini: 0W
🏆GPT-5 mini(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GLM-5.2vsGPT-5 mini
Output speed
84 tok/svs155 tok/s+71 tok/s
Time to first token
270 msvs140 ms+130 ms
GLM-5.2: 0WGPT-5 mini: 2W
🏆GPT-5 mini(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GLM-5.2vsGPT-5 mini
Output price
$1.8/1Mvs$2/1M+$0.2/1M
Input price
$0.5/1Mvs$0.25/1M+$0.25/1M
Context window
200kvs400k+200k
GLM-5.2: 1WGPT-5 mini: 2W

Side-by-Side Benchmark Matrix

Preference Elo+82
GLM-5.21,492
seed-bootstrap · Aug 1, 2026
GPT-5 mini1,410
seed-bootstrap · Aug 1, 2026
Coding Elo+109
GLM-5.21,504
seed-bootstrap · Aug 1, 2026
GPT-5 mini1,395
seed-bootstrap · Aug 1, 2026
LiveBench+4%
GLM-5.265.2%
seed-bootstrap · Aug 1, 2026
GPT-5 mini61.2%
seed-bootstrap · Aug 1, 2026
SWE-bench+16.9%
GLM-5.269.3%
seed-bootstrap · Aug 1, 2026
GPT-5 mini52.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+7.5%
GLM-5.279.5%
seed-bootstrap · Aug 1, 2026
GPT-5 mini72%
seed-bootstrap · Aug 1, 2026
Time to first token+130 ms
GLM-5.2270 ms
seed-bootstrap · Aug 1, 2026
GPT-5 mini140 ms
seed-bootstrap · Aug 1, 2026
Output speed+71 tok/s
GLM-5.284 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5 mini155 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.25/1M
GLM-5.2$0.5/1M
seed-bootstrap · Aug 1, 2026
GPT-5 mini$0.25/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.2/1M
GLM-5.2$1.8/1M
seed-bootstrap · Aug 1, 2026
GPT-5 mini$2/1M
seed-bootstrap · Aug 1, 2026
Context window+200k
GLM-5.2200k
seed-bootstrap · Aug 1, 2026
GPT-5 mini400k
seed-bootstrap · Aug 1, 2026
BenchmarkGLM-5.2GPT-5 miniAdvantage Delta
Preference Elo
1,492
seed-bootstrap · Aug 1, 2026
1,410
seed-bootstrap · Aug 1, 2026
+82
Coding Elo
1,504
seed-bootstrap · Aug 1, 2026
1,395
seed-bootstrap · Aug 1, 2026
+109
LiveBench
65.2%
seed-bootstrap · Aug 1, 2026
61.2%
seed-bootstrap · Aug 1, 2026
+4%
SWE-bench
69.3%
seed-bootstrap · Aug 1, 2026
52.4%
seed-bootstrap · Aug 1, 2026
+16.9%
GPQA Diamond
79.5%
seed-bootstrap · Aug 1, 2026
72%
seed-bootstrap · Aug 1, 2026
+7.5%
Time to first token
270 ms
seed-bootstrap · Aug 1, 2026
140 ms
seed-bootstrap · Aug 1, 2026
+130 ms
Output speed
84 tok/s
seed-bootstrap · Aug 1, 2026
155 tok/s
seed-bootstrap · Aug 1, 2026
+71 tok/s
Input price
$0.5/1M
seed-bootstrap · Aug 1, 2026
$0.25/1M
seed-bootstrap · Aug 1, 2026
+$0.25/1M
Output price
$1.8/1M
seed-bootstrap · Aug 1, 2026
$2/1M
seed-bootstrap · Aug 1, 2026
+$0.2/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
400k
seed-bootstrap · Aug 1, 2026
+200k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 13% with GPT-5 mini
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GLM-5.2$44.50 / mo
In: $17.5Out: $27
GPT-5 mini$38.75 / mo
In: $8.75Out: $30
Estimated Cost Delta

GPT-5 mini is estimated to save $5.75/month ($69/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GLM-5.2:Pick GLM-5.2 when repo-level coding accuracy is the constraint.
  • 2
    GPT-5 mini:Pick GPT-5 mini when time-to-first-token matters more than peak Elo.
  • 3
    GLM-5.2:Pick GLM-5.2 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsGLM-5.2

Higher SWE-bench (69.3%).

High-volume chatGLM-5.2

Lower output list price ($1.8/1M).

Voice / low-latency UIGPT-5 mini

Lower TTFT (140 ms).

Long-document RAGGPT-5 mini

Larger window (400k).

Screenshots / visionGLM-5.2

Both accept images. Defaulting to the higher-Elo side (GLM-5.2).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGLM-5.2Higher SWE-bench (69.3%).
High-volume chatGLM-5.2Lower output list price ($1.8/1M).
Voice / low-latency UIGPT-5 miniLower TTFT (140 ms).
Long-document RAGGPT-5 miniLarger window (400k).
Screenshots / visionGLM-5.2Both accept images. Defaulting to the higher-Elo side (GLM-5.2).

Related Editorial Dispatches & Benchmark Notes

View all news
launchJun 18, 2026

GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Strong Chinese/English coding. 5.3 is the new row; 5.2 stays so the delta is visible.

launchAug 8, 2025

GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.

Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/glm-5-2-vs-gpt-5-mini/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Zhipu

GLM-5.2

Elo 1,492
SWE-bench69.3%
Speed (tok/s)84 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$1.8/1M
OpenAI

GPT-5 mini

Elo 1,410
SWE-bench52.4%
Speed (tok/s)155 tok/s
Input / 1M Tokens$0.25/1M
Output / 1M Tokens$2/1M

Frequently Asked Questions

Which is better overall, GLM-5.2 or GPT-5 mini?
GLM-5.2 has the higher preference Elo in our latest snapshot (1,492). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GLM-5.2 or GPT-5 mini?
GLM-5.2 leads SWE-bench at 69.3% vs 52.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GLM-5.2 output tokens are $1.8/1M versus $2/1M. Input prices and retry rates still move the real bill.
Which is faster, GLM-5.2 or GPT-5 mini?
GPT-5 mini has the lower time-to-first-token (140 ms vs 270 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5 mini accepts 400k tokens versus 200k.
Can I self-host either model?
GLM-5.2 is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. GLM-5.2 and GPT-5 mini Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Jun 18, 2026

    GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

  • launch · Aug 8, 2025

    GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

Similar Head-to-Head Comparisons

All GLM-5.2 matchups →|All GPT-5 mini matchups →
GLM-5.2 vs GLM-5V Turbo (next glm)GPT-5 mini vs OpenAI o3-mini (previous gpt-mini)GPT-5 mini vs GPT-5.6 Luna (next gpt-mini)GPT-4.5 Orion vs GLM-5.2GPT-5.6 Terra vs GLM-5.2GPT-5 vs GLM-5.2