Data points: 75
Model compare
The readout for Gemini 3 Flash and Longcat 2.0, before the detailed comparison sheet.
Weighted outcome: Gemini 3 Flash. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
Gemini 3 Flash
Gemini 3 Flash has the higher weighted result; Model A / B score 60 to 40.
Evidence depth
75 data points
Includes 6 benchmark rows, 0 audit samples, and 7 provider examples.
Selection signal
Start with Gemini 3 Flash
The charts below split 13 high-signal samples across speed, scores, and audit health.
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
This report only uses LMSpeed data for Gemini 3 Flash and Longcat 2.0: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Gemini 3 Flash | Longcat 2.0 |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 60.0 pts | 40.0 pts |
| Benchmark category leads | 1 categories | 1 categories |
| Operational advantages | Cheapest input price, Free providers, Provider coverage | No data |
| Context window | 1.0M tokens | 1.0M tokens |
| Max output | 65.5K tokens | 262.1K tokens |
| Modalities | Input TextImageFileAudiovideo |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
| Model compare | Gemini 3 Flash | Longcat 2.0 |
|---|---|---|
| Developer | Meituan | |
| Released | Dec 2025 | Jul 2026 |
| Parameters | No data | No data |
| Tokenizer | Gemini | Other |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | google/gemini-3-flash-preview | meituan/longcat-2.0 |
| References | No data | No data |
This report only uses LMSpeed data for Gemini 3 Flash and Longcat 2.0: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
Gemini 3 Flash
Gemini 3 Flash is stronger in benchmark categories (Coding) and operational dimensions (Cheapest input price, Free providers, Provider coverage).
Longcat 2.0
Longcat 2.0 leads these benchmark categories: Reasoning.
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
Avg. score
Gemini 3 Flash
50.1
Avg. score
Longcat 2.0
52.7
Gemini 3 Flash
Gemini 3 Flash leads by 4.3
Longcat 2.0 leads by 3.2
Gemini 3 Flash
Gemini 3 Flash
No data
No data
Gemini 3 Flash
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Gemini 3 Flash
winner$0.500/M
Rank #71/169 · confidence 4
Longcat 2.0
$0.750/M
Rank #97/169 · confidence 4
Gemini 3 Flash
winner$1.13/M
Rank #83/169 · confidence 4
Longcat 2.0
$1.30/M
Rank #91/169 · confidence 4
Gemini 3 Flash
$3.00/M
Rank #88/169 · confidence 4
Longcat 2.0
winner$2.95/M
Rank #87/169 · confidence 4
Gemini 3 Flash
14.1%
Rank #82/193 · confidence 4
Longcat 2.0
winner32.1%
Rank #33/193 · confidence 4
Gemini 3 Flash
winner81.2%
Rank #77/194 · confidence 4
Longcat 2.0
78.0%
Rank #88/194 · confidence 4
Gemini 3 Flash
winner49.9%
Rank #21/191 · confidence 4
Longcat 2.0
35.4%
Rank #115/191 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Gemini 3 Flash | Longcat 2.0 |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | Gemini 3 Flash | Longcat 2.0 |
|---|---|---|
10 tests | Gemini 3 Flash speed / latency 155 tok/s / 6071ms input / output No data | Longcat 2.0 speed / latency N/A / N/A input / output No data |
0 tests | Gemini 3 Flash speed / latency N/A / N/A input / output No data | Longcat 2.0 speed / latency N/A / N/A input / output No data |
0 tests | Gemini 3 Flash speed / latency N/A / N/A input / output No data | Longcat 2.0 speed / latency N/A / N/A input / output No data |
0 tests | Gemini 3 Flash speed / latency N/A / N/A input / output No data | Longcat 2.0 speed / latency N/A / N/A input / output No data |
0 tests | Gemini 3 Flash speed / latency N/A / N/A input / output No data | Longcat 2.0 speed / latency N/A / N/A input / output No data |
Gemini 3 Flash 假流式-gemini-3-flash-preview speed / latency No data input / output $10.00/request | Longcat 2.0 LongCat-2.0-Preview speed / latency No data input / output $75.00/M | |
Gemini 3 Flash gemini-3-flash speed / latency No data input / output $6.00/M/$30.00/M | Longcat 2.0 LongCat-2.0 speed / latency No data input / output $16.00/M |
Weighted outcome: Gemini 3 Flash. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Output
Input Text Output Text |
| Features | Text inputImage inputFile inputAudio inputText outputTool callingStructured outputsJSON modeReasoning | Text inputText outputTool callingReasoning |
|---|
