What changed vs Gemini 3.7 Flash
Native reasoning (effort low / medium / high, default medium), tools (function calling / MCP, search, computer use), and vision. On hard tasks it works harder — extra reasoning steps and iterative tool calls, which can use more tokens at higher effort.
Pricing (Tess credits)
Values follow Models and Costs (credits per 100 tokens). This is the 50% off rate through 31 December 2026:Ideal use cases in Tess
- Long-horizon coding agents that have to finish a change end to end
- Multi-step agent workflows — planning, tool loops, error recovery
- Quantitative and professional analysis (finance, legal-style research)
- Hard multi-step reasoning across STEM and knowledge work (HLE-Verified 54.9%)
- Web development against visual references
- Multimodal turns (text + image + audio + video)


