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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: Step 3.7 Flash leads on average score with 8.5 vs 8.4. GLM 5 Turbo has the lower benchmark cost at $0.323 vs $0.376. Step 3.7 Flash is faster at 20.35s vs 23.00s, with pass rates of 73.0% vs 74.6%.

Recommended model: GLM 5 Turbo - It offers the best overall trade-off: a competitive score (8.4), lower cost than Step 3.7 Flash, and balanced response time.

Last updated at: 2026-06-12

Metric Step 3.7 Flash Step 3.7 Flash medium Release: 2026-05-29 GLM 5 Turbo GLM 5 Turbo medium Release: 2026-03-15
Score 8.5 8.4
Rank #23 #24
Reliability 9.9 10.0
Consistency 9.3 8.5
Tests Correct
Attempt pass rate 73.0% 74.6%
Flaky tests 2 4
Total Runs 61 63
Cost per result 2.686 2.011
Total Cost $0.376 $0.323
Input Price $0.200 / 1M $1.200 / 1M
Output Price $1.150 / 1M $4.000 / 1M
Total Input Tokens 39,981 35,593
Output Tokens 319,958 12,245
Reasoning Tokens 0 62,277
Response Time (avg) 20.35s 23.00s
Response Time (max) 113.98s 194.23s
Response Time (total) 427.42s 482.97s

Generation showcase

Hamster playing table tennis

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

#23 Step 3.7 Flash

medium
Cost
$0.006
Time
46.2s
Tokens
4,466 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 9.65s 756 32,185 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 8.8 7.8 88.9% 1 27.42s 7,437 44,797 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 9.06s 13,683 7,106 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 10.0 10.0 100.0% 0 2.75s 7,398 3,020 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 7.7 10.0 66.7% 0 48.27s 708 70,347 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 4.0 10.0 0.0% 0 6.85s 525 3,987 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 1.83s 735 2,166 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 5.7 9.9 33.3% 0 6.19s 756 15,071 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 4.16s 7,746 2,115 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% 0 113.98s 237 139,164 0
GLM 5 Turbo 3.0 10.0 0.0% 0 40.17s 186 20 1,319

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