Start with the
real difficulty.
A convincing growth theory is not the same as a validated opportunity.
ARIA.
Make the next growth decision with evidence.
Evidence-first growth research and human-approved experiments for founders.
PROJECT STATUSPrivate release candidateNO PUBLIC LIVE SERVICE IMPLIED
A more tangible
kind of explanation.
This demonstration uses fictional information and local browser state. It is not a connected product session.
ARIA / OPPORTUNITY REVIEWFICTIONAL SOURCES · LOCAL-ONLY
02 / HUMAN REVIEWAWAITING REVIEW
Pricing plans use unclear comparisons.
A comparison guide may be worth testing. No visitor-conversion evidence exists in this sample.
WHAT WE DON'T KNOW
Whether real buyers are confused or whether this affects conversion.
A decision here does not contact anyone or trigger work.
NOTES / WHAT MATTERS
Start with the
What we're building.
- 01Source-linked observations
- 02Inference and uncertainty kept separate
- 03Opportunity approval and correction
- 04Experiment plans before action
Still to be proven.
Protected release candidate. Research coverage and customer value are still being validated.
The next real test.
Founder-led trials and security release gates.