Growth intelligencePrivate release candidate

ARIA.

Growth decisions, built on evidence.

An AI Growth Operator for SaaS founders: understand the business, research a hypothesis, review the evidence, choose an experiment, and record what changed.

PROJECT NOTES

Focus area
Growth intelligence

Current phase
Private release candidate

01 / THE REASON

Why this exists.

Founders get more opinions than proof. ARIA is being built to separate facts, assumptions, source observations, and model inferences before a decision is made.

02 / THE WORK

What we're building.

01Business reality and ideal-customer hypotheses
02Research with source lineage and explicit uncertainty
03Opportunity review: approve, skip, or correct
04Human-controlled experiments and belief updates
03 / THE REALITY

What isn't proven yet.

The product remains a protected release candidate. Market research coverage is narrow, and paid customer value has not been validated.

04 / WHAT COMES NEXT

The next useful step.

Complete real founder usefulness trials and production release gates.