Compare · ModelsLive · 2 picked · head to head

GLM 5.2 vs Step 3.5 Flash

Side by side · benchmarks, pricing, and signals you can act on.

Winner summary

GLM 5.2 wins 3 of 4 shared benchmarks. Leads in speed · arena.

Category leads
speed·GLM 5.2arena·GLM 5.2
Hype vs Reality
GLM 5.2
#11 by perf·no signal
QUIET
Step 3.5 Flash
#9 by perf·#11 by attention
DESERVED
Best value
12.6x better value than GLM 5.2
GLM 5.2
30.5 pts/$
$2.50/M
Step 3.5 Flash
384.5 pts/$
$0.20/M
Vendor risk
One or more vendors flagged
z-ai logo
z-ai
private · undisclosed
Unknown
stepfun logo
StepFun
$5.0B·Tier 1
Higher risk
Head to head
GLM 5.2Step 3.5 Flash
Artificial Analysis · Agentic Index
Step 3.5 Flash leads by +8.9
Artificial Analysis Agentic Index · a composite score measuring how well a model performs in agentic workflows · multi-step tool use, planning, error recovery, and autonomous task completion. Aggregates results from multiple agentic benchmarks including SWE-bench, tool-use tests, and planning evaluations. The canonical single-number metric for "how good is this model as an agent?"
GLM 5.2
43.1
Step 3.5 Flash
52.0
Artificial Analysis · Coding Index
GLM 5.2 leads by +37.1
Artificial Analysis Coding Index · a composite score that aggregates performance across multiple coding benchmarks into a single index. Tracks code generation quality, debugging ability, multi-language competence, and real-world software engineering tasks. Used by Artificial Analysis to rank model coding capability in a normalized, comparable format. Useful for developers choosing between models for coding-heavy workloads.
GLM 5.2
68.8
Step 3.5 Flash
31.6
Artificial Analysis · Quality Index
GLM 5.2 leads by +13.3
GLM 5.2
51.1
Step 3.5 Flash
37.8
Chatbot Arena Elo · Overall
GLM 5.2 leads by +75.8
GLM 5.2
1471.0
Step 3.5 Flash
1395.2
Full benchmark table
BenchmarkGLM 5.2Step 3.5 Flash
Artificial Analysis · Agentic Index
Artificial Analysis Agentic Index · a composite score measuring how well a model performs in agentic workflows · multi-step tool use, planning, error recovery, and autonomous task completion. Aggregates results from multiple agentic benchmarks including SWE-bench, tool-use tests, and planning evaluations. The canonical single-number metric for "how good is this model as an agent?"
43.152.0
Artificial Analysis · Coding Index
Artificial Analysis Coding Index · a composite score that aggregates performance across multiple coding benchmarks into a single index. Tracks code generation quality, debugging ability, multi-language competence, and real-world software engineering tasks. Used by Artificial Analysis to rank model coding capability in a normalized, comparable format. Useful for developers choosing between models for coding-heavy workloads.
68.831.6
Artificial Analysis · Quality Index
51.137.8
Chatbot Arena Elo · Overall
1471.01395.2
Pricing · per 1M tokens · projected $/mo at 10M tokens
ModelInputOutputContextProjected $/mo
z-ai logoGLM 5.2$1.00$4.001.0M tokens (~524 books)$17.50
stepfun logoStep 3.5 Flash$0.10$0.30262K tokens (~131 books)$1.50