A thoughtful AI collaborator for writing, analysis, coding, and long-form work.
Full evaluationGlossary · Updated Sep 2, 2026
Reasoning model
A model trained to spend extra computation thinking through steps before answering, improving accuracy on complex problems.
Definition
Reasoning models generate intermediate reasoning, sometimes shown as a summary, before the final answer, trading speed and cost for better performance on maths, code, planning, and multi-step analysis. Many assistants let users switch between fast and reasoning modes or adapt automatically to task difficulty.
Why it matters when choosing a tool
Choose reasoning modes for hard, verifiable tasks and fast modes for drafting and simple lookups to balance quality, latency, and cost.
Where you will meet it
AI Assistants, AI Coding & Development, AI Data & Analytics
Related terms
Tools where this matters
Reviewed products in the related categories
A broad multimodal assistant for research, creation, analysis, and agentic work.
Full evaluationAn answer engine built around current web research and visible citations.
Full evaluationAn AI-native code editor for repository-aware agents, edits, review, and automation.
Full evaluationAnthropic's agentic coding tool that works in the terminal, IDE, desktop app, and browser to plan and execute multi-step changes.
Full evaluationEnterprise business intelligence platform with a governed semantic layer and AI-powered conversational analytics.
Full evaluation