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StepFun: Step 3.7 Flash vs Z.ai: GLM 5.1

Summary

Step 3.7 Flash vs GLM 5.1 benchmark comparison: The average score is effectively tied at 7.1 vs 7.1. GLM 5.1 has the lower benchmark cost at $0.292 vs $1.148. GLM 5.1 is faster at 33.67s vs 64.46s, with pass rates of 63.5% vs 68.3%.

Recommended model: GLM 5.1 - It has the best score here (7.1), while costing about 3.9x less than Step 3.7 Flash.

Last updated at: 2026-06-12

Metric Step 3.7 Flash Step 3.7 Flash high Release: 2026-05-29 GLM 5.1 GLM 5.1 medium Release: 2026-04-07
Score 7.1 7.1
Rank #63 #64
Reliability 10.0 6.7
Consistency 8.2 8.3
Tests Correct
Attempt pass rate 63.5% 68.3%
Flaky tests 4 4
Total Runs 63 63
Cost per result 10.434 2.496
Total Cost $1.148 $0.292
Input Price $0.200 / 1M $0.980 / 1M
Output Price $1.150 / 1M $3.080 / 1M
Total Input Tokens 38,391 32,995
Output Tokens 991,355 11,655
Reasoning Tokens 0 75,421
Response Time (avg) 64.46s 33.67s
Response Time (max) 364.99s 172.60s
Response Time (total) 1353.57s 673.41s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#63 Step 3.7 Flash

high
Cost
$0.007
Time
63.6s
Tokens
6,030 tok

#64 GLM 5.1

medium
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 10.0 10.0 100.0% 0 13.40s 696 42,656 0
GLM 5.1 10.0 10.0 100.0% 0 8.31s 555 401 5,122
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 4.0 6.0 22.2% 1 206.21s 6,057 327,340 0
GLM 5.1 4.6 3.7 44.5% 2 109.63s 5,702 4,871 37,826
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 10.0 10.0 100.0% 0 13.01s 13,638 8,802 0
GLM 5.1 9.5 10.0 100.0% 0 43.11s 17,298 327 4,206
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 10.0 10.0 100.0% 0 14.72s 7,368 23,113 0
GLM 5.1 10.0 10.0 100.0% 0 9.33s 7,107 991 4,552
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 4.1 4.4 44.5% 2 149.64s 783 410,502 0
GLM 5.1 5.3 10.0 33.3% 0 29.77s 489 969 11,314
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 5.5 10.0 0.0% 0 4.17s 510 2,862 0
GLM 5.1 10.0 10.0 100.0% 0 20.95s 477 2,875 2,875
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 9.8 10.0 100.0% 0 1.52s 705 2,010 0
GLM 5.1 6.4 5.8 66.7% 1 7.47s 634 204 1,617
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 5.3 7.2 44.4% 1 10.22s 711 25,422 0
GLM 5.1 8.2 7.2 88.9% 1 31.64s 609 935 5,730
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 10.0 10.0 100.0% 0 2.79s 7,701 1,172 0
GLM 5.1 3.0 10.0 0.0% 0 0ms 0 0 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 3.0 10.0 0.0% 0 149.34s 222 147,476 0
GLM 5.1 3.0 10.0 0.0% 0 29.40s 124 82 2,179

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