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Gemini 3.8 Flash (low) vs LongCat 2.0 (medium)

The average score is effectively tied at 7.5 vs 7.4. Gemini 3.8 Flash (low) has the lower benchmark cost at $0.239 vs $0.499. Gemini 3.8 Flash (low) is faster at 4.83s vs 143.55s, with pass rates of 81.8% vs 59.1%.

Last updated at: 2026-09-02

Rank
#99
Total Output Tokens
41,324
Response Time (avg)
4.83s
Total Cost
$0.239
Rank
#104
Total Output Tokens
390,873
Response Time (avg)
143.55s
Total Cost
$0.499
Recommended model Gemini 3.8 Flash (low)

It has the best score here (7.5), while costing about 2.1x less than LongCat 2.0 (medium).

Detailed comparison

Metric Gemini 3.8 Flash Gemini 3.8 Flash low Release: 2026-09-02 LongCat 2.0 LongCat 2.0 medium Release: 2026-07-20
Score 7.5 7.4
Rank #99 #104
Reliability 10.0 10.0
Consistency 8.5 9.3
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 81.8% 59.1%
Flaky tests 4 2
Total Runs 66 66
Cost per result 1.493 4.153
Total Cost $0.239 $0.499
Input Price $0.750 / 1M $0.300 / 1M
Output Price $3.750 / 1M $1.200 / 1M
Total Input Tokens 111,773 97,324
Output Tokens 8,035 44,383
Reasoning Tokens 33,289 346,490
Response Time (avg) 4.83s 143.55s
Response Time (max) 35.14s 939.52s
Response Time (total) 106.18s 3158.11s
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.

#99 Gemini 3.8 Flash

low
Cost
$0.030
Time
45.8s
Tokens
8,023 tok

#104 LongCat 2.0

medium
Cost
$0.016
Time
285.1s
Tokens
13,057 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 3.8 Flash 5.4 7.2 44.4% 1 4.31s 8,118 449 5,706
LongCat 2.0 10.0 10.0 100.0% 0 455.00s 7,419 533 214,143

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