Which model is better: GLM-5.3 or Grok 3?

GLM-5.3 is 88.3% cheaper for input tokens ($0.35 vs. $3.00 per 1M tokens) and $1.00 vs. $15.00 for output tokens (8.6x cost difference). In terms of operational performance, GLM-5.3 delivers faster response latency with 160ms TTFT (540ms faster than Grok 3). Grok 3 leads coding benchmarks at 65.4% SWE-bench vs. 56.0% for GLM-5.3.
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 Grok 3 Net Delta / Advantage
Input Cost / 1M Tokens $0.35 $3.00 GLM-5.3 is 8.6x cheaper
Output Cost / 1M Tokens $1.00 $15.00 GLM-5.3 (93.3% lower)
Prompt Cache Read / 1M $0.090 $0.750 GLM-5.3 is 8.3x cheaper
Prompt Cache Write / 1M $0.35 $3.00 GLM-5.3 is 8.6x cheaper
Avg TTFT Response Latency 160ms 620ms GLM-5.3 (+460ms faster)
SWE-bench Verified (Coding) 56% 65.8% Grok 3 (+9.8% lead)
Inference Value Score (IVR) 70.5 / 100 51 / 100 GLM-5.3 (+19.5 pts)

Interactive Monthly Token Economics & ROI Forecaster

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

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

Estimated Monthly Spend

GLM-5.3 $6.00

$0.35/1M in · $1.00/1M out

Prompt Cache: $0.090/1M read · $0.35/1M write

Grok 3 $67.50

$3.00/1M in · $15.00/1M out

Prompt Cache: $0.750/1M read · $3.00/1M write

Projected Monthly Cost Reduction
$61.50 / mo
(91.1% lower cost with GLM-5.3)
A

When to Choose GLM-5.3

Choose GLM-5.3 when you need Bilingual flagship foundation model optimized for cross-lingual reasoning, long-form structured analysis, and enterprise tool execution. and have an infrastructure budget aligned with $0.35/1M tokens.

B

When to Choose Grok 3

Choose Grok 3 when you need Heavyweight scientific discovery, complex multi-file codebase reasoning, and real-time deep search exploration. and prioritize xAI ecosystem integration at $3.00/1M tokens.

Related Questions & Decision Factors

Which is cheaper: GLM-5.3 or Grok 3?

GLM-5.3 is cheaper at $0.35/1M input tokens compared to $3.00/1M for Grok 3.

Which model has lower latency: GLM-5.3 or Grok 3?

GLM-5.3 delivers faster response times with an average TTFT of 160ms vs 620ms for Grok 3.

When should you choose GLM-5.3?

Choose GLM-5.3 when you need Bilingual flagship foundation model optimized for cross-lingual reasoning, long-form structured analysis, and enterprise tool execution. and have an infrastructure budget aligned with $0.35/1M tokens.

When should you choose Grok 3?

Choose Grok 3 when you need Heavyweight scientific discovery, complex multi-file codebase reasoning, and real-time deep search exploration. and prioritize xAI ecosystem integration at $3.00/1M tokens.

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