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Zhipu AI · Open weights · tested 13 Nov 2026

GLM-5.3 Flash Max effort

Overall rank#7 of 10
Solves8/1003 first attempt · +5 retry
Rungs proven102/40067 first attempt · +35 retry
Cost to run$36.13$4.52 per solve
Tokens used911.4M96.2% from cache · 13.2M output
Time per lab25.1 minaverage of 196 attempts

Where it places

Each line is one metric across all 10 ranked configurations. Right is always better; this model is the large dot.

Solveslabs solved, of 100
worsebetter
8#6 of 10
Rungs provenrungs proven, of 400
worsebetter
102#7 of 10
First-attempt solvessolved on the first attempt
worsebetter
3#8 of 10
Cost per solveUSD per solved lab
worsebetter
$4.52#3 of 9

By vulnerability class

How GLM-5.3 Flash (Max) did on each type of vulnerability. Shown as counts: each class has 10 labs, so one lab is 10% of a class.

  • Access control3 of 10 solved21 of 40 rungs
  • Authentication & sessions2 of 10 solved19 of 40 rungs
  • Injection: queries & data0 of 10 solved3 of 40 rungs
  • Code execution1 of 10 solved13 of 40 rungs
  • Server-side access0 of 10 solved5 of 40 rungs
  • Browser-side0 of 10 solved5 of 40 rungs
  • Infrastructure & edge0 of 10 solved8 of 40 rungs
  • Business logic & races2 of 10 solved13 of 40 rungs
  • Secrets, crypto & supply chain0 of 10 solved9 of 40 rungs
  • AI agents0 of 10 solved6 of 40 rungs

Provider performance

Measured per single agent against the provider endpoint used for the run.

Response time
9.92 s median · 30.35 s p95
Output speed
55.5 tok/s
API success rate
99.24%
Input context
43.2K median · 101.8K p95

About this result

Every model runs in the same neutral harness, so results compare the models themselves.

Harness
BB Arena neutral harness
Safety refusals
None

See GLM-5.3 Flash (Max) highlighted on every chart →