GLM-5.3-Flash vs Step 5 Preview

Step 5 Preview scores 28.5 on the Artificial Analysis Intelligence Index, against 27.8 for GLM-5.3-Flash. GLM-5.3-Flash costs $0.237 per million tokens (3:1 blend), against $1.43 for Step 5 Preview. Step 5 Preview generates 140 t/s, against 67.9 t/s for GLM-5.3-Flash. Both accept a context of 1M tokens.

Comparison generated from the catalogue data. Add or remove models below to refine it.

2 models compared

✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.

Intelligence

GLM-5.3-Flash
27.8
Step 5 Preview
Best: 28.5

Coding

GLM-5.3-Flash
71.5
Step 5 Preview
—

Agentic

GLM-5.3-Flash
50.9
Step 5 Preview
—

Cyber Index

GLM-5.3-Flash
Best: 49.9%
Step 5 Preview
47.7%

Speed

GLM-5.3-Flash
67.9 t/s
Step 5 Preview
Best: 140 t/s

TTFT

GLM-5.3-Flash
1.47 s
Step 5 Preview
Best: 0.91 s

Input · $ / 1M tokens

GLM-5.3-Flash
Best: $0.15
Step 5 Preview
$1×6.7 relative to the lowest price among the compared models

Output · $ / 1M tokens

GLM-5.3-Flash
Best: $0.50
Step 5 Preview
$2.70×5.4 relative to the lowest price among the compared models

Context window

GLM-5.3-Flash
1M
Step 5 Preview
1M

Reasoning

GLM-5.3-Flash
Yes
Step 5 Preview
Yes

Open weights

GLM-5.3-Flash
Yes
Step 5 Preview
Yes

Cost / task

GLM-5.3-Flash
Best: $0.583
Step 5 Preview
$2.35×4 relative to the lowest price among the compared models

Each reasoning level remains a separate configuration.

Score and cost

Each line joins the reasoning levels of a compared model; the large point marks the configuration in the table. The top-right corner holds the best score for the lowest cost. Select another point to compare that level.

Intelligence Indexmost efficient ↗Cost per task
  • GLM-5.3-Flash27.8 · $0.583
  • Step 5 Preview28.5 · $2.35

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