Seed-2.0-Mini is $1.9 cheaper per 1M input tokens (95% lower; 20x difference).
API cost decision in 10 seconds
Seed-2.0-Mini vs Gemini 3.1 Pro Preview
Pick Seed-2.0-Mini for lower cost; pick Gemini 3.1 Pro Preview only if the larger context window matters more.
Pricing data updated:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Seed-2.0-Mini for lower cost; pick Gemini 3.1 Pro Preview only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Seed-2.0-Mini is estimated at $0.3 vs $8 for Gemini 3.1 Pro Preview, saving $7.7 (96.2% lower).
Cost-first pickSeed-2.0-Mini
Context-first pickGemini 3.1 Pro Preview
Sample savings$7.796.2%
10x traffic gap$77
Gemini 3.1 Pro Preview has more context, but Seed-2.0-Mini saves $7.7 on the standard workload. At 10x that traffic, the same price gap is about $77. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Seed-2.0-Mini stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Seed-2.0-Mini | Gemini 3.1 Pro Preview |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Seed-2.0-Mini | $0.7 | $16 |
| Balanced workload | 1M input + 1M output | Seed-2.0-Mini | $0.5 | $14 |
| Output-heavy chatbot | 1M input + 5M output | Seed-2.0-Mini | $2.1 | $62 |
Seed-2.0-Mini is $11.6 cheaper per 1M output tokens (96.7% lower; 30x difference).
Gemini 3.1 Pro Preview has 786.43K more context (4x larger).
Seed-2.0-Mini is $7.7 cheaper on the standard workload (96.2% 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
Seed-2.0-Mini has the lower input price; Seed-2.0-Mini has the lower output price; Gemini 3.1 Pro Preview offers the larger context window. For the 1M input plus 500K output sample, Seed-2.0-Mini is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.3 for Seed-2.0-Mini and $8 for Gemini 3.1 Pro Preview.
Choose Seed-2.0-Mini when you care most about lower input-token price, and lower output-token price.
Choose Gemini 3.1 Pro Preview when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Seed-2.0-Mini is estimated at $0.3 vs $8 for Gemini 3.1 Pro Preview, saving $7.7 (96.2% lower).
- Seed-2.0-Mini is $7.7 cheaper on the standard workload (96.2% lower).
- Seed-2.0-Mini is $1.9 cheaper per 1M input tokens (95% lower; 20x difference).
- Seed-2.0-Mini is $11.6 cheaper per 1M output tokens (96.7% lower; 30x difference).
- Gemini 3.1 Pro Preview has 786.43K more context (4x larger).
| Feature | Seed-2.0-Mini (ByteDance Seed) | Gemini 3.1 Pro Preview (Google) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.1 | $2 |
| Completion Price per 1M tokens | $0.4 | $12 |
| Sample Workload Cost 1M input + 500K output | $0.3 | $8 |
| Context Window | 262.14K | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Seed-2.0-Mini | On the standard 1M input plus 500K output workload, Seed-2.0-Mini is estimated at $0.3 vs $8 for Gemini 3.1 Pro Preview, saving $7.7 (96.2% lower). |
| High-volume input processing | Seed-2.0-Mini | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Seed-2.0-Mini | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Gemini 3.1 Pro Preview | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Seed 1.6 Flash can replace Seed-2.0-Mini when lower sample workload cost matters most: $0.22.
- Gemma 4 26B A4B (free) can replace Gemini 3.1 Pro Preview when lower sample workload cost matters most: $0.
- Gemma 4 31B (free) can replace Gemini 3.1 Pro Preview when lower sample workload cost matters most: $0.
- Lyria 3 Pro Preview can replace Gemini 3.1 Pro Preview when lower sample workload cost matters most: $0.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
- Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
- GPT-5.4 offers 1.05M context with $10 sample workload cost.
- No popular competitor is currently available.
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
Open cheapest modelsLarger context alternatives
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Open provider hubsByteDance Seed catalog
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Open Google modelsSeed-2.0-mini targets latency-sensitive, high-concurrency, and cost-sensitive scenarios, emphasizing fast response and flexible inference deployment. It delivers performance comparable to ByteDance-Seed-1.6, supports 256k context, four reasoning effort modes (minimal/low/medium/high), multimodal understanding,...
Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...