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Gemini 3.1 Flash Lite Preview (medium) vs LongCat 2.0 (medium)

The average score is effectively tied at 7.4 vs 7.4. Gemini 3.1 Flash Lite Preview (medium) has the lower benchmark cost at $0.117 vs $0.499. Gemini 3.1 Flash Lite Preview (medium) is faster at 4.59s vs 143.55s, with pass rates of 63.6% vs 59.1%.

Last updated at: 2026-08-20

Rank
#90
Total Output Tokens
57,778
Response Time (avg)
4.59s
Total Cost
$0.117
Rank
#94
Total Output Tokens
390,873
Response Time (avg)
143.55s
Total Cost
$0.499
Recommended model Gemini 3.1 Flash Lite Preview (medium)

It has the best score here (7.4), while costing about 4.3x less than LongCat 2.0 (medium).

Detailed comparison

Metric Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium Release: 2026-03-03 LongCat 2.0 LongCat 2.0 medium Release: 2026-07-20
Score 7.4 7.4
Rank #90 #94
Reliability 10.0 10.0
Consistency 9.9 9.3
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 63.6% 59.1%
Flaky tests 0 2
Total Runs 66 66
Cost per result 0.829 4.153
Total Cost $0.117 $0.499
Input Price $0.250 / 1M $0.300 / 1M
Output Price $1.500 / 1M $1.200 / 1M
Total Input Tokens 117,493 97,324
Output Tokens 10,589 44,383
Reasoning Tokens 47,189 346,490
Response Time (avg) 4.59s 143.55s
Response Time (max) 18.34s 939.52s
Response Time (total) 101.04s 3158.11s
Parameters ~150B total (~10B 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.

#90 Gemini 3.1 Flash Lite Preview

medium
Cost
$0.003
Time
5.2s
Tokens
1,944 tok

#94 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 3.1 Flash Lite Preview 5.5 10.0 33.3% 0 4.09s 8,126 461 8,597
LongCat 2.0 10.0 10.0 100.0% 0 455.00s 7,419 533 214,143

Quick Compare

Switch Comparison Pair

Gemini 3.1 Flash Lite PreviewmediumvsQwen3.7 MaxnoneLongCat 2.0mediumvsQwen3.7 MaxnoneLongCat 2.0mediumvsQwen3.8 2.4T A95BhighGemini 3.1 Flash Lite PreviewmediumvsGPT 5.3 ChatnoneLongCat 2.0mediumvsGrok 4.6lowGemini 3 Flash PreviewlowvsLongCat 2.0mediumGemini 3.1 Flash Lite PreviewmediumvsGPT-5.6 TerralowGemini 3.1 Flash Lite PreviewmediumvsQwen3.8 2.4T A95BhighLongCat 2.0mediumvsGPT 5.3 ChatnoneGemini 3.1 Flash Lite PreviewmediumvsGrok 4.6lowLongCat 2.0mediumvsGPT-5.6 TerralowClaude Sonnet 4.6nonevsLongCat 2.0medium