modelgrep

Best LLMs for Instruction Following — Z.ai

Match · Updated August 2026

The best Z.ai model for instruction following is GLM 5.1, satisfying 76.3% of IFBench's verifiable prompt constraints. GLM 5.2 (73.3%) and GLM 5 Turbo (73.2%) round out the top three.

76.3%IFBench
40.2Intelligence
$0.966Input /M
205KContext
  1. 1z-ai logo
    glm-5.1
    ReasoningToolsJSON40.2 intel · $0.966/M · 205K ctx
    76.3%
    IFBench
  2. 2z-ai logo
    glm-5.2
    ReasoningToolsJSON51.1 intel · $0.760/M · 160 t/s
    73.3%
    IFBench
  3. 3z-ai logo
    glm-5-turbo
    ReasoningToolsJSON38.1 intel · $1.20/M · 203K ctx
    73.2%
    IFBench
  4. 4z-ai logo
    glm-5
    ReasoningToolsJSON39.5 intel · $0.950/M · 205K ctx
    72.3%
    IFBench
  5. 5z-ai logo
    glm-4.7
    ReasoningToolsJSON33.7 intel · $0.400/M · 205K ctx
    67.9%
    IFBench
  6. 6z-ai logo
    glm-5v-turbo
    ReasoningToolsJSON+134.5 intel · $1.20/M · 203K ctx
    61.1%
    IFBench
  7. 7z-ai logo
    glm-4.7-flash
    ReasoningToolsJSON22.9 intel · $0.060/M · 203K ctx
    60.8%
    IFBench
  8. 8z-ai logo
    glm-4.5
    ReasoningToolsJSON19.5 intel · $0.600/M · 33 t/s
    44.1%
    IFBench
  9. 9z-ai logo
    glm-4.5-air
    ReasoningTools16.5 intel · $0.130/M · 42 t/s
    37.6%
    IFBench
  10. 10z-ai logo
    glm-4.6
    ReasoningToolsJSON23.0 intel · $0.500/M · 39 t/s
    36.7%
    IFBench
  11. 11z-ai logo
    glm-4.5v
    ReasoningToolsJSON+17.0 intel · $0.600/M · 39 t/s
    28.6%
    IFBench
  12. 12z-ai logo
    glm-4.6v
    ReasoningToolsJSON+111.0 intel · $0.300/M · 131K ctx
    27.9%
    IFBench

How this is ranked

AI models ranked by IFBench — how reliably a model obeys explicit, verifiable constraints in the prompt (format, length, inclusion and exclusion rules). High scores mean fewer retries and less prompt-wrangling in production, which often matters more than raw intelligence for pipelines.

Frequently asked

Which Z.ai model follows instructions most reliably?

The best Z.ai model for instruction following is GLM 5.1, satisfying 76.3% of IFBench's verifiable prompt constraints. GLM 5.2 (73.3%) and GLM 5 Turbo (73.2%) round out the top three.

What's a good alternative to GLM 5.1?

GLM 5.2 (73.3%) is the closest alternative on this metric, followed by GLM 5 Turbo (73.2%). See the full ranking above for the tradeoffs.

How many Z.ai models are there?

modelgrep tracks 12 Z.ai models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by GLM 5.2. 12 of them qualify for this ranking.

More Z.ai rankings

All rankings