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GPT-6.1 Sol (low) vs GLM 5.3 (low)

GPT-6.1 Sol (low) leads on average score with 9.6 vs 6.5. GPT-6.1 Sol (low) has the lower benchmark cost at $0.460 vs $0.471. GPT-6.1 Sol (low) is faster at 7.15s vs 15.18s, with pass rates of 92.8% vs 63.8%.

Last updated at: 2026-10-03

Compared models

Rank
#16
Total Output Tokens
13,138
Response Time (avg)
7.15s
Total Cost
$0.460
Rank
#199
Total Output Tokens
28,106
Response Time (avg)
15.18s
Total Cost
$0.471
Recommended model GPT-6.1 Sol (low)

It has the best score here (9.6), while responding about 2.1x faster than GLM 5.3 (low).

Detailed comparison

Metric GPT-6.1 Sol GPT-6.1 Sol low Release: 2026-09-29 GLM 5.3 GLM 5.3 low Release: 2026-08-20
Score 9.6 6.5
Rank #16 #199
Reliability 10.0 10.0
Consistency 9.6 8.3
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 92.8% 63.8%
Flaky tests 1 5
Total Runs 69 69
Cost per result 2.187 3.923
Total Cost $0.460 $0.471
Input Price $2.000 / 1M $1.400 / 1M
Output Price $10.000 / 1M $4.400 / 1M
Cache Read Price $0.100 / 1M $0.140 / 1M
Cache Write Price $2.500 / 1M N/A
Total Input Tokens 163,900 247,871
Output Tokens 4,958 10,791
Reasoning Tokens 8,180 17,315
Response Time (avg) 7.15s 15.18s
Response Time (max) 46.57s 83.60s
Response Time (total) 164.47s 349.06s
Parameters ~2T total (~150B active) 744B total (40B active)
Availability Closed Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#16 GPT-6.1 Sol

low
Cost
$0.028
Time
44.6s
Tokens
2,881 tok

#199 GLM 5.3

low
Cost
$0.007
Time
28.4s
Tokens
1,599 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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-6.1 Sol 10.0 10.0 100.0% 0 4.48s 7,302 388 1,286
GLM 5.3 6.2 6.9 55.6% 1 21.02s 7,317 368 6,764

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