Side-by-side technical and economic comparison between Google's Gemini 3.1 Pro Preview and DeepSeek's DeepSeek-V4.1-Reasoner.
| Metric | Gemini 3.1 Pro Preview | DeepSeek-V4.1-Reasoner | Advantage |
|---|---|---|---|
| Provider Organization | DeepSeek | — | |
| Standard Input / 1M | $2.00 | $0.50 | DeepSeek-V4.1-Reasoner (75% lower) |
| Cached Input / 1M | $0.20 | $0.01 | DeepSeek-V4.1-Reasoner lower |
| Output / 1M | $12.00 | $2.50 | DeepSeek-V4.1-Reasoner lower |
| Context Window | 1.05M | 256k | Gemini 3.1 Pro Preview (1.05M) |
| Max Generation Tokens | 16.4k | 384k | DeepSeek-V4.1-Reasoner |
| Tokenizer Family | Google Gemini SentencePiece (256k vocabulary) | DeepSeek Byte-Level BPE (102k vocabulary) | — |
Opt for Gemini 3.1 Pro Preview when your engineering requirements prioritize Google's ecosystem, specific tokenizer efficiencies (Calibrated Gemini Tokenizer (±4%)), or when your expected prompt-to-completion ratios favor its $2/M input rate.
Opt for DeepSeek-V4.1-Reasoner when looking for DeepSeek's tooling integration, specific context window depth (256k tokens), or when output generation volume favors its $2.5/M rate.