# GLM-4.6 vs Step 3.7 Flash

> GLM-4.6 is the stronger model overall, scoring 41.4 to 37.3 on the Noometry Index. Step 3.7 Flash costs 2.4× less per token, which makes it the better buy when GLM-4.6's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/glm-4-6-vs-step-3-7-flash
- Last updated: 2026-10-11
- Shared benchmarks: 3

## Summary

- They share 3 benchmarks with published results for both. GLM-4.6 scores higher in 2 categories and Step 3.7 Flash in 1 category; 2 gaps are clear of the uncertainty.
- The widest gap is in math, where Step 3.7 Flash leads 42.9 to 39.1.
- Step 3.7 Flash is cheaper at $0.18 / $1.11 per million input/output tokens, against $0.60 / $2.20 for GLM-4.6.
- Step 3.7 Flash accepts more context: 256K tokens versus 205K.

## Snapshot

| | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| Provider | Z.ai (Zhipu) | StepFun |
| Noometry Index | 41.4 | 37.3 |
| Rank | 135 | 207 |
| Context | 205K | 256K |
| Input $/M | $0.60 | $0.18 |
| Output $/M | $2.20 | $1.11 |
| Weights | Open | Open |

## Coding

- GLM-4.6: 40.1 (#148)
- Step 3.7 Flash: 40.0 (#150)

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| SciCode | 38.4% | 40% |
| ALE-Bench | 340.82 | 694.12 |
| SWE-bench Verified (bash only) | 55.4% | — |
| LMArena WebDev | 1340 | — |
| LMArena Coding | 1449 | — |

## Agentic & Tool Use

- GLM-4.6: 32.3 (#66)
- Step 3.7 Flash: —

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| Terminal-Bench | 24.5% | — |
| Berkeley Function Calling Leaderboard | 72.4% | — |

## Reasoning

- GLM-4.6: 23.7 (#172)
- Step 3.7 Flash: 21.6 (#219)

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| CritPt | 1.1% | 2.3% |
| Kagi LLM Benchmark | 47.4% | — |
| NYT Connections (extended) | — | 39.7% |
| LMArena Hard Prompts | 1440 | — |

## Math

- GLM-4.6: 39.1 (#111)
- Step 3.7 Flash: 42.9 (#82)

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | — | 68.5% |
| LMArena Math | 1432 | — |
| FrontierMath (Feb 2025 set) | 3.8% | — |
| FrontierMath Tier 4 (v1) | 2.1% | — |

## Knowledge

- GLM-4.6: 40.2 (#124)
- Step 3.7 Flash: —

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| Vectara Hallucination Rate | 9.5% | — |
| LMArena Expert | 1431 | — |

## Multilingual

- GLM-4.6: 53.5 (#66)
- Step 3.7 Flash: —

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Non-English | 1426 | — |
| LMArena Chinese | 1499 | — |
| LMArena French | 1459 | — |
| LMArena German | 1447 | — |
| LMArena Japanese | 1393 | — |
| LMArena Korean | 1400 | — |
| LMArena Russian | 1419 | — |
| LMArena Spanish | 1436 | — |

## Instruction Following

- GLM-4.6: 74.3 (#98)
- Step 3.7 Flash: —

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Instruction Following | 1410 | — |

## Long Context

- GLM-4.6: 43.4 (#94)
- Step 3.7 Flash: —

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Longer Query | 1422 | — |

## Writing & Preference

- GLM-4.6: 61.1 (#90)
- Step 3.7 Flash: —

| Benchmark | GLM-4.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Text | 1440 | — |
| LMArena Creative Writing | 1411 | — |
| EQ-Bench Creative Writing | 1411 | — |
| LMArena Multi-Turn | 1427 | — |

## FAQ

### Is GLM-4.6 better than Step 3.7 Flash?

GLM-4.6 is the stronger model overall, scoring 41.4 to 37.3 on the Noometry Index. Step 3.7 Flash costs 2.4× less per token, which makes it the better buy when GLM-4.6's lead doesn't matter for your workload.

### Which is cheaper, GLM-4.6 or Step 3.7 Flash?

Step 3.7 Flash is cheaper. It lists at $0.18 per million input tokens and $1.11 per million output tokens; GLM-4.6 lists at $0.60 and $2.20.

### Is GLM-4.6 or Step 3.7 Flash better for coding?

They score almost the same on coding (40.1 vs 40.0); test both on your own repository before choosing.

### Which has the bigger context window?

Step 3.7 Flash does, with 256K tokens against 205K.

### How many benchmarks do GLM-4.6 and Step 3.7 Flash share?

3 benchmarks have published results for both models. GLM-4.6 has 29 scored results on Noometry and Step 3.7 Flash has 5.