Navigate
AD
Track all your projects in one dashboard. Get 📊stats, 🔥heatmaps and 👀recordings in one self-hosted dashboard.
uxwizz.com

Gemini 3 Flash Preview (low) vs LongCat 2.0 (medium)

LongCat 2.0 (medium) leads on average score with 7.2 vs 6.9. Gemini 3 Flash Preview (low) has the lower benchmark cost at $0.254 vs $0.767. Gemini 3 Flash Preview (low) is faster at 8.51s vs 144.88s, with pass rates of 72.5% vs 59.4%.

Last updated at: 2026-10-19

Compared models

Rank
#192
Total Output Tokens
42,400
Response Time (avg)
8.51s
Total Cost
$0.254
Rank
#174
Total Output Tokens
422,234
Response Time (avg)
144.88s
Total Cost
$0.767
Recommended model Gemini 3 Flash Preview (low)

Its score stays close to the best score here (6.9 vs 7.2), while costing about 3.0x less than LongCat 2.0 (medium).

Detailed comparison

Metric Gemini 3 Flash Preview Gemini 3 Flash Preview low Release: 2025-12-17 LongCat 2.0 LongCat 2.0 medium Release: 2026-07-20
Score 6.9 7.2
Rank #192 #174
Reliability 10.0 10.0
Consistency 9.3 9.0
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 72.5% 59.4%
Flaky tests 2 3
Total Runs 69 69
Cost per result 1.582 4.942
Total Cost $0.254 $0.767
Input Price $0.500 / 1M $0.300 / 1M
Output Price $3.000 / 1M $1.200 / 1M
Cache Read Price $0.050 / 1M $0.006 / 1M
Cache Write Price $0.084 / 1M N/A
Total Input Tokens 251,677 287,669
Output Tokens 11,196 47,204
Reasoning Tokens 31,204 375,030
Response Time (avg) 8.51s 144.88s
Response Time (max) 52.64s 939.52s
Response Time (total) 195.76s 3332.19s
Parameters ~500B total (~20B active) 1.6T total (48B active)
Availability Closed Open source

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.

#192 Gemini 3 Flash Preview

low
Cost
$0.007
Time
12.1s
Tokens
2,289 tok

#174 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 Flash Preview 5.8 7.2 44.4% 1 6.00s 8,122 456 7,421
LongCat 2.0 10.0 10.0 100.0% 0 455.00s 7,419 533 214,143

Quick Compare

Switch Comparison Pair

LongCat 2.0mediumvsStep 3.7 FlashlowGemini 3 Flash PreviewlowvsQwen3.5-122B-A10BmediumGemini 3 Flash PreviewlowvsMinimax M3.1 FlashmaxFree AvailableLongCat 2.0mediumvsQwen3.7 FlashhighGemini 3 Flash PreviewlowvsStep 5 PreviewhighClaude Opus 4.8lowvsLongCat 2.0mediumClaude Opus 5nonevsLongCat 2.0mediumGemini 3.8 FlashlowvsLongCat 2.0mediumGemini 3 Flash PreviewlowvsKimi K2.7 CodemediumLongCat 2.0mediumvsQwen3.5-27BnoneEmber-1highvsGemini 3 Flash PreviewlowLongCat 2.0mediumvsQwen3.8 Flash Nextxhigh