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Gemini 3.1 Pro Preview (medium) vs GPT-5.6 Sol (low)

GPT-5.6 Sol (low) leads on average score with 9.6 vs 8.4. GPT-5.6 Sol (low) has the lower benchmark cost at $1.244 vs $1.585. GPT-5.6 Sol (low) is faster at 11.13s vs 22.71s, with pass rates of 89.9% vs 87.0%.

Last updated at: 2026-10-24

Compared models

Rank
#88
Total Output Tokens
102,691
Response Time (avg)
22.71s
Total Cost
$1.585
Rank
#13
Total Output Tokens
22,557
Response Time (avg)
11.13s
Total Cost
$1.244
Recommended model GPT-5.6 Sol (low)

It has the best score here (9.6), while responding about 2.0x faster than Gemini 3.1 Pro Preview (medium).

Detailed comparison

Metric Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium Release: 2026-02-19 GPT-5.6 Sol GPT-5.6 Sol low Release: 2026-07-09
Score 8.4 9.6
Rank #88 #13
Reliability 9.8 10.0
Consistency 9.6 9.3
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 89.9% 87.0%
Flaky tests 1 2
Total Runs 69 69
Cost per result 7.924 6.545
Total Cost $1.585 $1.244
Input Price $2.000 / 1M $2.000 / 1M
Output Price $12.000 / 1M $10.000 / 1M
Cache Read Price $0.200 / 1M $0.200 / 1M
Cache Write Price $0.375 / 1M $2.500 / 1M
Total Input Tokens 176,208 191,653
Output Tokens 6,093 5,473
Reasoning Tokens 96,598 17,084
Response Time (avg) 22.71s 11.13s
Response Time (max) 88.68s 57.11s
Response Time (total) 386.11s 256.08s
Parameters ~1.2T total (~20B active) ~2T total (~150B 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.

#88 Gemini 3.1 Pro Preview

medium
Cost
$0.115
Time
87.2s
Tokens
9,629 tok

#13 GPT-5.6 Sol

low
Cost
$0.062
Time
26.7s
Tokens
2,150 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
Gemini 3.1 Pro Preview 7.9 9.9 66.7% 0 40.17s 8,124 435 41,247
GPT-5.6 Sol 10.0 10.0 100.0% 0 11.25s 7,302 412 3,482

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