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HomeModelsGLM-5.3 Flash
Z.aiBudget

GLM-5.3 Flash

Native vision and video, MIT weights, fifteen cents per million.

82
Coding
76
Writing
78
Research
85
Images
95
Value
86
Long Context
Published benchmarks
Use this when

Cheap multimodal work at scale on MIT-licensed weights

Skip this if

You need top-tier reasoning or a published SWE-bench Verified figure — this is a volume model, not a ceiling model.

Pricing
$0.15/1M in
$0.50/1M out
Context
1M tokens
Speed
Fast

Released August 26, 2026. 320B total parameters, 18B active (320B-A18B MoE). Z.ai lists $0.15/1M input, $0.03/1M cached input and $0.50/1M output, with a launch promotion halving those rates through September 9, 2026. Self-reported against GLM-5.2: DeepSWE 63.4 vs 46.2, AutomationBench 48.8 vs 26.2.

How to access
API
$0.15/1M input tokens
Subscription = chat interface. API = build with it. Compare all subscription plans
Switch to instead if...
Best overall
Claude Fable 5
Cheaper option
Mistral: Mistral Nemo
Faster option
Gemini 3.5 Flash-Lite

Strengths

$0.15/$0.50 with $0.03 cached input — frontier-adjacent capability at budget-tier pricing

First natively multimodal model in the GLM-5 series: vision and video built in, not bolted on

MIT-licensed weights with a 1M token context and only 18B active parameters per token

Weaknesses

No published SWE-bench Verified score

The launch promotion halves these rates only through September 9, 2026 — the $0.15/$0.50 list price applies after that

Real-world use cases

What people actually use GLM-5.3 Flash for.

High-volume image and video understanding where per-token cost decides the architecture

Self-hosted multimodal pipelines under an MIT license with no commercial restrictions

Bulk coding and automation work — DeepSWE 63.4 against GLM-5.2's 46.2

Ready to try it?

Start using GLM-5.3 Flash

Cheap multimodal work at scale on MIT-licensed weights. Start free — no card required.

Try GLM-5.3 Flash freeCompare alternatives

Recommendations are made independently based on real-world use and public benchmarks. See our disclosures for details.

Compare alternatives

Similar models worth checking before you commit.

All GLM-5.3 Flash alternatives →
Z.aiBudget

GLM-5.2

Z.ai's MIT-licensed open-weight flagship — the top open-weights coding model of mid-2026, beating GPT-5.5 on agentic coding benchmarks at roughly a sixth of the cost.

Verdict
Top open-weights coder — beats GPT-5.5 at a sixth of the cost.
Quality score
80%
Pricing
$1.40/1M in
$4.40/1M out
Speed
Balanced
3/5 speed
Context
1M tokens
Announced June 13, 2026; pay-per-token API live June 16. Two reasoning modes ('thinking' and 'max thinking'). GLM Coding Plan: Lite $18/mo (~$12.60 effective yearly), Pro $72, Max $160.
Open weightsCodingBudget1M context
Best for
Budget agentic coding at scale
View model
Z.aiBudget

GLM-5.3

Z.ai's newest flagship, aimed squarely at software engineering, autonomous agents and cybersecurity — and the first open-weights model to beat Claude Mythos 5 on a security benchmark.

Verdict
Same price as GLM-5.2, far stronger on agents and security.
Quality score
81%
Pricing
$1.40/1M in
$4.40/1M out
Speed
Balanced
3/5 speed
Context
1M tokens
Released August 14, 2026. Z.ai list pricing is $1.40/$4.40, the same rate as GLM-5.2; resellers discount from that list. Also available through the GLM Coding Plan from $18/mo. Reported GPQA Diamond 91.7% and Artificial Analysis Intelligence Index 59.5.
Open weightsAgenticSecurity1M context
Best for
Agentic engineering and security work on open weights
View model
GoogleBudget

Gemini 3.5 Flash-Lite

Google's fastest and most cost-effective 3.5-generation model — low-latency, high-throughput agentic workflows at a fraction of Flash pricing.

Verdict
Fastest budget multimodal model — 350 tokens/sec at Lite pricing.
Quality score
79%
Pricing
$0.30/1M in
$2.50/1M out
Speed
Very fast
5/5 speed
Context
1.0M tokens
Released July 21, 2026. Batch pricing $0.15/$1.25; cached input $0.03/1M. Rolling out to Google Search.
BudgetVery fastMultimodal1M context
Best for
High-volume, latency-sensitive workloads at minimal cost
View model

GLM-5.3 Flash head-to-head

All GLM-5.3 Flash alternatives →GLM-5.3 Flash vs GLM-5.3 →GLM-5.3 Flash vs Gemini 3.5 Flash-Lite →GLM-5.3 Flash vs GPT-5.6 Luna →Qwen 3.8 Flash vs GLM-5.3 Flash →View benchmark scores →

FAQ

What is GLM-5.3 Flash best for?

GLM-5.3 Flash is best for cheap multimodal work at scale on mit-licensed weights. It is a strong fit when that workflow matters more than the tradeoffs around budget pricing and fast speed.

When should I avoid GLM-5.3 Flash?

You need top-tier reasoning or a published SWE-bench Verified figure — this is a volume model, not a ceiling model.

What is a cheaper alternative to GLM-5.3 Flash?

Mistral: Mistral Nemo is the lower-cost option to compare first when you want a similar workflow fit with less token spend.

What is a faster alternative to GLM-5.3 Flash?

Gemini 3.5 Flash-Lite is the better pick when response time matters more than maximum depth or premium quality.

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