API cost decision in 10 seconds
Solar Pro 3 vs 🔥Gemini 3 Flash Preview
Pick Solar Pro 3 for lower cost; pick Gemini 3 Flash Preview only if the larger context window matters more.
Budget verdict
Pick Solar Pro 3 for lower cost; pick Gemini 3 Flash Preview only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Solar Pro 3 is estimated at $0.45 vs $2 for Gemini 3 Flash Preview, saving $1.55 (77.5% lower).
Gemini 3 Flash Preview has more context, but Solar Pro 3 saves $1.55 on the standard workload. At 10x that traffic, the same price gap is about $15.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Solar Pro 3 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Solar Pro 3 | Gemini 3 Flash Preview |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Solar Pro 3 | $1.05 | $4 |
| Balanced workload | 1M input + 1M output | Solar Pro 3 | $0.75 | $3.5 |
| Output-heavy chatbot | 1M input + 5M output | Solar Pro 3 | $3.15 | $15.5 |
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
Solar Pro 3 has the lower input price, Solar Pro 3 has the lower output price, and Gemini 3 Flash Preview offers the larger context window.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.45 for Solar Pro 3 and $2 for Gemini 3 Flash Preview.
Choose Solar Pro 3 when you care most about lower input-token price, and lower output-token price.
Choose Gemini 3 Flash Preview when you care most about larger context window.
| Feature | Solar Pro 3 (Upstage) | 🔥Gemini 3 Flash Preview (Google) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.15 | $0.5 |
| Completion Price per 1M tokens | $0.6 | $3 |
| Sample Workload Cost 1M input + 500K output | $0.45 | $2 |
| Context Window | 128K | 1.05M |
| Release Date | 2026-01-27 | 2025-12-17 |
| Popularity | #7 |
Solar Pro 3 is Upstage's powerful Mixture-of-Experts (MoE) language model. With 102B total parameters and 12B active parameters per forward pass, it delivers exceptional performance while maintaining computational efficiency. Optimized...
Gemini 3 Flash Preview is a high speed, high value thinking model designed for agentic workflows, multi turn chat, and coding assistance. It delivers near Pro level reasoning and tool...
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Solar Pro 3 | On the standard 1M input plus 500K output workload, Solar Pro 3 is estimated at $0.45 vs $2 for Gemini 3 Flash Preview, saving $1.55 (77.5% lower). |
| High-volume input processing | Solar Pro 3 | Lower prompt-token price matters most when prompts or retrieved passages dominate the bill. |
| Long responses and chatbots | Solar Pro 3 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Gemini 3 Flash Preview | A larger context window leaves more room for retrieved passages and source files. |