Gemini 3.1 Flash Lite is $0.05 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
API cost decision in 10 seconds
LongCat 2.0 vs Gemini 3.1 Flash Lite
Pick LongCat 2.0 when budget and context both matter.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick LongCat 2.0 when budget and context both matter.
On the standard 1M input plus 500K output workload, LongCat 2.0 is estimated at $0.9 vs $1 for Gemini 3.1 Flash Lite, saving $0.1 (10% lower).
Cost-first pickLongCat 2.0
Context-first pickLongCat 2.0
Sample savings$0.110%
10x traffic gap$1
LongCat 2.0 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $1. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Cost winner changes by workload shape: input-heavy / RAG favors Gemini 3.1 Flash Lite, balanced workload favors LongCat 2.0, and output-heavy chatbot favors LongCat 2.0.
| Workload shape | Token mix | Better pick | LongCat 2.0 | Gemini 3.1 Flash Lite |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Gemini 3.1 Flash Lite | $2.1 | $2 |
| Balanced workload | 1M input + 1M output | LongCat 2.0 | $1.5 | $1.75 |
| Output-heavy chatbot | 1M input + 5M output | LongCat 2.0 | $6.3 | $7.75 |
LongCat 2.0 is $0.3 cheaper per 1M output tokens (20% lower; 1.25x difference).
LongCat 2.0 has 180 more context (1x larger).
LongCat 2.0 is $0.1 cheaper on the standard workload (10% lower).
Estimate your workload cost
Your Workload Cost
This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.
Quick Decision
Gemini 3.1 Flash Lite has the lower input price; LongCat 2.0 has the lower output price; LongCat 2.0 offers the larger context window. For the 1M input plus 500K output sample, LongCat 2.0 is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.9 for LongCat 2.0 and $1 for Gemini 3.1 Flash Lite.
Choose LongCat 2.0 when you care most about lower output-token price, and larger context window.
Choose Gemini 3.1 Flash Lite when you care most about lower input-token price.
- On the standard 1M input plus 500K output workload, LongCat 2.0 is estimated at $0.9 vs $1 for Gemini 3.1 Flash Lite, saving $0.1 (10% lower).
- LongCat 2.0 is $0.1 cheaper on the standard workload (10% lower).
- Gemini 3.1 Flash Lite is $0.05 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
- LongCat 2.0 is $0.3 cheaper per 1M output tokens (20% lower; 1.25x difference).
- LongCat 2.0 has 180 more context (1x larger).
| Feature | LongCat 2.0 (Meituan) | Gemini 3.1 Flash Lite (Google) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.3 | $0.25 |
| Completion Price per 1M tokens | $1.2 | $1.5 |
| Sample Workload Cost 1M input + 500K output | $0.9 | $1 |
| Context Window | 1.05M | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | LongCat 2.0 | On the standard 1M input plus 500K output workload, LongCat 2.0 is estimated at $0.9 vs $1 for Gemini 3.1 Flash Lite, saving $0.1 (10% lower). |
| High-volume input processing | Gemini 3.1 Flash Lite | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | LongCat 2.0 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | LongCat 2.0 | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Gemma 4 26B A4B (free) can replace Gemini 3.1 Flash Lite when lower sample workload cost matters most: $0.
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- Lyria 3 Pro Preview can replace Gemini 3.1 Flash Lite when lower sample workload cost matters most: $0.
- Lyria 3 Clip Preview can replace Gemini 3.1 Flash Lite when lower sample workload cost matters most: $0.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.17 sample workload cost.
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- Llama 4 Scout offers 1.31M context with $0.25 sample workload cost.
- MiMo-V2.5 offers 1.05M context with $0.28 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Ox Alpha · stealth · #4
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
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Open provider hubsMeituan catalog
Review all tracked Meituan models before deciding whether this matchup is the right shortlist.
Open Meituan modelsGoogle catalog
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Open Google modelsLongCat 2.0 is a sparse mixture-of-experts language model from Meituan, with 48B active parameters out of 1.6T total. It is suited for coding, repository-level changes, long-horizon problem solving, and agentic...
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