SmophyAI

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Real data comparison

Z.ai: GLM 5.2 (batch) vs StepFun: Step 3.7 Flash

On quality, Z.ai: GLM 5.2 (batch) leads (52.6 vs 30.9). On price, Z.ai: GLM 5.2 (batch) is cheaper ($0.11 vs $0.44 per 1M). In real production usage, Z.ai: GLM 5.2 (batch) is used more (rank #4 vs #11 of 291). Across 6 real task categories where both models have classified traffic, Z.ai: GLM 5.2 (batch) handles more of the traffic in 5 of them.

  • Z.ai: GLM 5.2 (batch)
  • StepFun: Step 3.7 Flash
Quality (Intelligence Index)52.6 / 30.9
Price ($/1M blended)$0.11 / $0.44
Average usage share5.54% / 2.36%
Best provider uptime100.0% / 99.4%
Coding index68.8 / 39.6
Agentic index45.7 / 21.7
Context window1,048,576 / 262,144
Quality per dollar489.3 pts/$ / 70.6 pts/$

Head-to-head by real task

Z.ai: GLM 5.2 (batch) leads 5 of 6 shared task categories by real classified traffic share; StepFun: Step 3.7 Flash leads 0. Not a benchmark score - this is what developers actually route to each model for, per OpenRouter's task classification.

TaskZ.ai: GLM 5.2 (batch)StepFun: Step 3.7 Flash
Frontend & UI9.7%2.6%
SQL & Database6.6%2.6%
DevOps & Config6.2%2.8%
Shell Execution5.8%3.1%
File I/O5.0%2.9%
DevOps4.4%4.4%

Usage share over time

8.48%6.36%4.24%2.12%0.00%Share of usageJul 5Jul 22Aug 8
  • Z.ai: GLM 5.2 (batch)
  • StepFun: Step 3.7 Flash

Frequently asked questions

Z.ai: GLM 5.2 (batch) vs StepFun: Step 3.7 Flash: which is better quality?

Z.ai: GLM 5.2 (batch) scores higher on Artificial Analysis's Intelligence Index (52.6 vs 30.9).

Z.ai: GLM 5.2 (batch) vs StepFun: Step 3.7 Flash: which is cheaper?

Z.ai: GLM 5.2 (batch) is cheaper at $0.11/1M vs $0.44/1M.

Z.ai: GLM 5.2 (batch) vs StepFun: Step 3.7 Flash: which is used more?

Z.ai: GLM 5.2 (batch) has higher real OpenRouter usage share (rank #4 vs #11 of 291).

Z.ai: GLM 5.2 (batch) vs StepFun: Step 3.7 Flash: which wins more real-world task categories?

Z.ai: GLM 5.2 (batch) handles more traffic in 5 of 6 shared task categories where both models have classified OpenRouter usage.

Source: OpenRouter (openrouter.ai/rankings), as of August 9, 2026.

Benchmark scores: Artificial Analysis (artificialanalysis.ai) via OpenRouter (openrouter.ai/rankings).

Methodology: smophy.ai/benchmark/methodology

Token counts originate from each provider's own tokenizer and are not directly comparable across providers.