Which model is better: GLM 5.3 Flash or GPT-5.6 Sol?

GLM 5.3 Flash is 98.1% cheaper for input tokens ($0.15 vs. $8.00 per 1M tokens) and $0.50 vs. $32.00 for output tokens (53.3x cost difference). In terms of operational performance, GLM 5.3 Flash delivers faster response latency with 130ms TTFT (290ms faster than GPT-5.6 Sol). GPT-5.6 Sol leads coding benchmarks at 79.5% SWE-bench vs. 54.2% for GLM 5.3 Flash.
Verified daily via automated API latency tests and official documentation.

Verified Performance & Unit Economics Delta

Daily synchronized metrics from synthetic latency endpoints and benchmark evaluations.

Metric / Dimension GLM 5.3 Flash GPT-5.6 Sol Net Delta / Advantage
Input Cost / 1M Tokens $0.15 $8.00 GLM 5.3 Flash is 53.3x cheaper
Output Cost / 1M Tokens $0.50 $32.00 GLM 5.3 Flash (98.4% lower)
Avg TTFT Response Latency 130ms 420ms GLM 5.3 Flash (+290ms faster)
SWE-bench Verified (Coding) 54.2% 79.5% GPT-5.6 Sol (+25.3% lead)
Inference Value Score (IVR) 99.9 / 100 35.3 / 100 GLM 5.3 Flash (+64.6 pts)

Interactive Monthly Token Economics & ROI Forecaster

Model your expected production workload across prompt (input) and completion (output) tokens.

Live Calculation Engine
10.0M Tokens
100K 50M 250M 500M+
2.5M Tokens
100K 10M 50M 100M+

Estimated Monthly Spend

GLM 5.3 Flash $5.45

$0.15/1M in · $0.5/1M out

GPT-5.6 Sol $67.50

$8/1M in · $32/1M out

Projected Monthly Cost Reduction
$62.05 / mo
(91.9% lower cost)
A

When to Choose GLM 5.3 Flash

Choose GLM 5.3 Flash when you need 1M context autonomous agent tool invocation, fast Chinese-English translation, and real-time customer intelligence. and have an infrastructure budget aligned with $0.15/1M tokens.

B

When to Choose GPT-5.6 Sol

Choose GPT-5.6 Sol when you need High-order STEM research, autonomous enterprise executive workflow coordination, and heavy deep-reasoning pipelines. and prioritize OpenAI ecosystem integration at $8.00/1M tokens.

Related Questions & Decision Factors

Which is cheaper: GLM 5.3 Flash or GPT-5.6 Sol?

GLM 5.3 Flash is cheaper at $0.15/1M input tokens compared to $8.00/1M for GPT-5.6 Sol.

Which model has lower latency: GLM 5.3 Flash or GPT-5.6 Sol?

GLM 5.3 Flash delivers faster response times with an average TTFT of 130ms vs 420ms for GPT-5.6 Sol.

When should you choose GLM 5.3 Flash?

Choose GLM 5.3 Flash when you need 1M context autonomous agent tool invocation, fast Chinese-English translation, and real-time customer intelligence. and have an infrastructure budget aligned with $0.15/1M tokens.

When should you choose GPT-5.6 Sol?

Choose GPT-5.6 Sol when you need High-order STEM research, autonomous enterprise executive workflow coordination, and heavy deep-reasoning pipelines. and prioritize OpenAI ecosystem integration at $8.00/1M tokens.

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