Quick answer: AI Analytics is the skill of asking business + product data plain-English questions and getting trustworthy answers — via AI assistants built into analytics platforms.
AI Analytics is the practice of using natural-language AI interfaces to interrogate business data — site traffic, conversion funnels, campaign performance, product usage — without writing SQL or building dashboards. Tools like Levo's analytics chat, Hex Magic, Numbers Station, and the data-question features inside Mixpanel + Amplitude let marketers and PMs ask "which page sourced the most demo requests last week?" and get a useful answer in seconds.
The skill is more than just typing prompts. Strong AI analytics practitioners understand which questions AI tools answer well (aggregations, time comparisons, segmentations) vs poorly (causal attribution, multi-step funnels with edge cases). They learn to verify AI-generated SQL before trusting it, spot when an LLM hallucinates a metric, and pair AI answers with traditional dashboards for high-stakes decisions.