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Gemini 3 Flash Preview vs LongCat 2.0 (high)

Gemini 3 Flash Preview leads on average score with 6.8 vs 6.7. Gemini 3 Flash Preview has the lower benchmark cost at $0.085 vs $0.492. Gemini 3 Flash Preview is faster at 2.82s vs 153.29s, with pass rates of 65.2% vs 51.5%.

Last updated at: 2026-09-03

Rank
#148
Total Output Tokens
10,710
Response Time (avg)
2.82s
Total Cost
$0.085
Rank
#155
Total Output Tokens
386,642
Response Time (avg)
153.29s
Total Cost
$0.492
Recommended model Gemini 3 Flash Preview

It has the best score here (6.8), while costing about 5.8x less than LongCat 2.0 (high).

Detailed comparison

Metric Gemini 3 Flash Preview Gemini 3 Flash Preview none Release: 2025-12-17 LongCat 2.0 LongCat 2.0 high Release: 2026-07-20
Score 6.8 6.7
Rank #148 #155
Reliability 10.0 10.0
Consistency 8.9 8.4
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 65.2% 51.5%
Flaky tests 3 4
Total Runs 66 66
Cost per result 0.648 5.467
Total Cost $0.085 $0.492
Input Price $0.500 / 1M $0.300 / 1M
Output Price $3.000 / 1M $1.200 / 1M
Total Input Tokens 104,217 93,411
Output Tokens 10,710 30,470
Reasoning Tokens 0 356,172
Response Time (avg) 2.82s 153.29s
Response Time (max) 21.19s 941.66s
Response Time (total) 45.05s 3372.36s
Parameters ~500B total (~20B active) 1.6T total (48B active)
Availability Closed Open source

Model generation showcase

Hamster playing table tennis

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

#148 Gemini 3 Flash Preview

none
Cost
$0.003
Time
5.6s
Tokens
981 tok

#155 LongCat 2.0

high
Invalid SVG
Cost
$0.000
Time
600.0s
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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3 Flash Preview 5.5 10.0 33.3% 0 1.80s 8,122 453 0
LongCat 2.0 7.8 9.3 66.7% 0 505.33s 6,913 244 192,377

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