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

Every score has a dated snapshot.

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  3. GLM-5.3 vs GPT-4o mini

Pairwise benchmark snapshot · Aug 16, 2026

GLM-5.3 vs GPT-4o mini benchmark

In this head-to-head showdown, GLM-5.3 delivers higher overall intelligence and human-preferred responses (Elo 1,558 vs 1,272), while GLM-5.3 leads in SWE-bench software engineering benchmarks (76.4%), while GPT-4o mini is more budget-friendly at $0.6/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GLM-5.3 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-4o mini if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

GLM-5.3 (5)GPT-4o mini (4)
GLM-5.3
5 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
GPT-4o mini
4 of 9 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Zhipu
Leads 5 of 9 metrics
GLM-5.3

Z.ai Aug 14 2026 post-train of the GLM-5.2 744B base. Coding-plan live; open weights promised after a two-week safety review (z.ai/blog/glm-5.3).

Elo 1,558$1.8/1M out
OpenAI
Leads 4 of 9 metrics
GPT-4o mini

Legacy small OpenAI model. Useful as a cheap baseline.

4o MiniElo 1,272$0.6/1M out

GLM-5 Series Lineage & Sibling Variants

3 models

Currently comparing GLM-5.3 vs GPT-4o mini. Alternative family tiers available.

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

GLM-5.3

Δ 286 Arena Elo pts

Throughput LeaderGPT-4o mini Wins

GPT-4o mini

160 tok/s

Value per Dollar LeaderGPT-4o mini Wins

GPT-4o mini

$0.6 / 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-5.3 (6)vsGPT-4o mini (4)
GLM-5.3: 6W (60%)Overall: GLM-5.3GPT-4o mini: 4W (40%)
← GLM-5.3GPT-4o mini →
🏆GLM-5.3(5/5)

Intelligence & Reasoning

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

Benchmark
GLM-5.3vsGPT-4o mini
Preference Elo
1,558vs1,272+286
Coding Elo
1,586vs—
SWE-bench
76.4%vs41.2%+35.2%
LiveBench
70.8%vs48.1%+22.7%
GPQA Diamond
83.2%vs60.1%+23.1%
GLM-5.3: 5WGPT-4o mini: 0W
🏆GPT-4o mini(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GLM-5.3vsGPT-4o mini
Output speed
90 tok/svs160 tok/s+70 tok/s
Time to first token
255 msvs130 ms+125 ms
GLM-5.3: 0WGPT-4o mini: 2W
🏆GPT-4o mini(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GLM-5.3vsGPT-4o mini
Output price
$1.8/1Mvs$0.6/1M+$1.2/1M
Input price
$0.5/1Mvs$0.15/1M+$0.35/1M
Context window
200kvs128k+72k
GLM-5.3: 1WGPT-4o mini: 2W

Side-by-Side Benchmark Matrix

Preference Elo+286
GLM-5.31,558
seed-bootstrap · Aug 16, 2026
GPT-4o mini1,272
seed-bootstrap · Aug 1, 2026
Coding Elo
GLM-5.31,586
seed-bootstrap · Aug 16, 2026
GPT-4o mini—
LiveBench+22.7%
GLM-5.370.8%
seed-bootstrap · Aug 16, 2026
GPT-4o mini48.1%
seed-bootstrap · Aug 1, 2026
SWE-bench+35.2%
GLM-5.376.4%
seed-bootstrap · Aug 16, 2026
GPT-4o mini41.2%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+23.1%
GLM-5.383.2%
seed-bootstrap · Aug 16, 2026
GPT-4o mini60.1%
seed-bootstrap · Aug 1, 2026
Time to first token+125 ms
GLM-5.3255 ms
seed-bootstrap · Aug 16, 2026
GPT-4o mini130 ms
seed-bootstrap · Aug 1, 2026
Output speed+70 tok/s
GLM-5.390 tok/s
seed-bootstrap · Aug 16, 2026
GPT-4o mini160 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.35/1M
GLM-5.3$0.5/1M
seed-bootstrap · Aug 16, 2026
GPT-4o mini$0.15/1M
seed-bootstrap · Aug 1, 2026
Output price+$1.2/1M
GLM-5.3$1.8/1M
seed-bootstrap · Aug 16, 2026
GPT-4o mini$0.6/1M
seed-bootstrap · Aug 1, 2026
Context window+72k
GLM-5.3200k
seed-bootstrap · Aug 16, 2026
GPT-4o mini128k
seed-bootstrap · Aug 1, 2026
BenchmarkGLM-5.3GPT-4o miniAdvantage Delta
Preference Elo
1,558
seed-bootstrap · Aug 16, 2026
1,272
seed-bootstrap · Aug 1, 2026
+286
Coding Elo
1,586
seed-bootstrap · Aug 16, 2026
——
LiveBench
70.8%
seed-bootstrap · Aug 16, 2026
48.1%
seed-bootstrap · Aug 1, 2026
+22.7%
SWE-bench
76.4%
seed-bootstrap · Aug 16, 2026
41.2%
seed-bootstrap · Aug 1, 2026
+35.2%
GPQA Diamond
83.2%
seed-bootstrap · Aug 16, 2026
60.1%
seed-bootstrap · Aug 1, 2026
+23.1%
Time to first token
255 ms
seed-bootstrap · Aug 16, 2026
130 ms
seed-bootstrap · Aug 1, 2026
+125 ms
Output speed
90 tok/s
seed-bootstrap · Aug 16, 2026
160 tok/s
seed-bootstrap · Aug 1, 2026
+70 tok/s
Input price
$0.5/1M
seed-bootstrap · Aug 16, 2026
$0.15/1M
seed-bootstrap · Aug 1, 2026
+$0.35/1M
Output price
$1.8/1M
seed-bootstrap · Aug 16, 2026
$0.6/1M
seed-bootstrap · Aug 1, 2026
+$1.2/1M
Context window
200k
seed-bootstrap · Aug 16, 2026
128k
seed-bootstrap · Aug 1, 2026
+72k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 68% with GPT-4o 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-5.3$44.50 / mo
In: $17.5Out: $27
GPT-4o mini$14.25 / mo
In: $5.25Out: $9
Estimated Cost Delta

GPT-4o mini is estimated to save $30.25/month ($363/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GLM-5.3:Pick GLM-5.3 when repo-level coding accuracy is the constraint.
  • 2
    GPT-4o mini:Pick GPT-4o mini when you are optimizing output cost.
  • 3
    GPT-4o mini:Pick GPT-4o mini when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGLM-5.3

Higher SWE-bench (76.4%).

High-volume chatGPT-4o mini

Lower output list price ($0.6/1M).

Voice / low-latency UIGPT-4o mini

Lower TTFT (130 ms).

Long-document RAGGLM-5.3

Larger window (200k).

Screenshots / visionGLM-5.3

Both accept images. Defaulting to the higher-Elo side (GLM-5.3).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGLM-5.3Higher SWE-bench (76.4%).
High-volume chatGPT-4o miniLower output list price ($0.6/1M).
Voice / low-latency UIGPT-4o miniLower TTFT (130 ms).
Long-document RAGGLM-5.3Larger window (200k).
Screenshots / visionGLM-5.3Both accept images. Defaulting to the higher-Elo side (GLM-5.3).

Related Editorial Dispatches & Benchmark Notes

View all news
launchAug 14, 2026

GLM-5.3 (Aug 14): Z.ai post-train of the 5.2 744B base

Coding-plan live; open weights promised after a two-week safety review. Newest Zhipu row.

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.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Zhipu

GLM-5.3

Elo 1,558
SWE-bench76.4%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$1.8/1M
OpenAI

GPT-4o mini

Elo 1,272
SWE-bench41.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M

Frequently Asked Questions

Which is better overall, GLM-5.3 or GPT-4o mini?
GLM-5.3 has the higher preference Elo in our latest snapshot (1,558). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GLM-5.3 or GPT-4o mini?
GLM-5.3 leads SWE-bench at 76.4% vs 41.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-4o mini output tokens are $0.6/1M versus $1.8/1M. Input prices and retry rates still move the real bill.
Which is faster, GLM-5.3 or GPT-4o mini?
GPT-4o mini has the lower time-to-first-token (130 ms vs 255 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GLM-5.3 accepts 200k tokens versus 128k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
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-5.3 and GPT-4o mini Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 14, 2026

    GLM-5.3 (Aug 14): Z.ai post-train of the 5.2 744B base

  • launch · Jun 18, 2026

    GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Similar Head-to-Head Comparisons

All GLM-5.3 matchups →|All GPT-4o mini matchups →
GLM-5.3 vs GLM-5V Turbo (previous glm)GPT-4o mini vs OpenAI o1-mini (next gpt-mini)GPT-5 vs GLM-5.3OpenAI o3-mini vs GLM-5.3GPT-5.6 Terra vs GLM-5.3GPT-4.5 Orion vs GLM-5.3