The interpretation gate matters most where meaning is contested.
Spotonix is the AI analyst that interprets before it queries. In industries with governed or regulated data — and definitions that different teams argue about — the risk isn't a bad query. It's a confident query built on the wrong meaning. Intent Algebra reads the question into a visible plan and gates compilation until that plan closes.
The mechanism is the same everywhere; what changes is how much a misread definition costs. Start with the industry closest to your data.
Fintech
Regulated definitions and reconciled numbers leave no room to guess. Intent Algebra grounds each term in the Context Graph and gates compilation until the plan closes.
Adtech
Attribution windows, spend, and conversion mean different things across teams. Analysis Patterns pin the Segments and Calculations so the same question composes the same plan.
SaaS
Active user, churn, and net revenue retention are contested by definition. Approved Answers make one accepted interpretation reusable instead of re-argued each quarter.
See the interpret-first behavior on a question from your industry — then on your own data.