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StepFun: Step 3.7 Flash vs Z.ai: GLM 5 Turbo

Summary

Step 3.7 Flash vs GLM 5 Turbo benchmark comparison: GLM 5 Turbo leads on average score with 8.4 vs 7.7. GLM 5 Turbo has the lower benchmark cost at $0.323 vs $0.341. Step 3.7 Flash is faster at 15.74s vs 23.00s, with pass rates of 68.3% vs 74.6%.

Recommended model: GLM 5 Turbo - It has the strongest score in this comparison (8.4) and the best overall balance of cost and response time across all 2 models.

Last updated at: 2026-06-12

Metric Step 3.7 Flash Step 3.7 Flash low Release: 2026-05-29 GLM 5 Turbo GLM 5 Turbo medium Release: 2026-03-15
Score 7.7 8.4
Rank #42 #24
Reliability 10.0 10.0
Consistency 8.4 8.5
Tests Correct
Attempt pass rate 68.3% 74.6%
Flaky tests 4 4
Total Runs 63 63
Cost per result 2.840 2.011
Total Cost $0.341 $0.323
Input Price $0.200 / 1M $1.200 / 1M
Output Price $1.150 / 1M $4.000 / 1M
Total Input Tokens 40,101 35,593
Output Tokens 289,325 12,245
Reasoning Tokens 0 62,277
Response Time (avg) 15.74s 23.00s
Response Time (max) 124.75s 194.23s
Response Time (total) 330.63s 482.97s

Generation showcase

Hamster playing table tennis

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

#42 Step 3.7 Flash

low
Invalid SVG
Cost
$0.004
Time
25.3s
Tokens
3,072 tok

#24 GLM 5 Turbo

medium
Cost
$0.074
Time
206.0s
Tokens
18,549 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 8.7 7.9 91.7% 1 4.02s 756 10,896 0
GLM 5 Turbo 10.0 10.0 100.0% 0 4.82s 555 362 3,137
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 8.2 7.2 88.9% 1 9.46s 7,437 18,685 0
GLM 5 Turbo 8.2 9.3 66.7% 0 45.90s 5,941 363 25,381
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 7.98s 13,683 6,426 0
GLM 5 Turbo 10.0 10.0 100.0% 0 13.88s 12,714 390 2,037
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 7.3 5.8 83.3% 1 2.29s 7,398 2,667 0
GLM 5 Turbo 10.0 10.0 100.0% 0 6.19s 7,107 577 3,632
Domain specific 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 43.31s 828 104,487 0
GLM 5 Turbo 2.9 4.4 22.2% 2 71.07s 489 9,665 19,279
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 3.4 9.3 0.0% 0 7.00s 525 4,604 0
GLM 5 Turbo 6.1 3.1 66.7% 1 10.05s 477 60 2,216
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 1.58s 735 1,857 0
GLM 5 Turbo 10.0 10.0 100.0% 0 5.38s 636 255 2,183
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Step 3.7 Flash 5.5 9.9 33.3% 0 1.84s 756 3,564 0
GLM 5 Turbo 8.7 7.9 77.8% 1 5.23s 609 312 2,647
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 3.25s 7,746 1,360 0
GLM 5 Turbo 10.0 10.0 100.0% 0 9.84s 6,879 241 446
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% 0 124.75s 237 134,779 0
GLM 5 Turbo 3.0 10.0 0.0% 0 40.17s 186 20 1,319

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