About AFTELO
Recommendations deserve an outcome layer.
AFTELO is an independent founding-pilot product exploring a simple question: after someone acts on a recommendation, what happened next?
Origin
The record should begin before the result is known.
Most recommendation systems end at the click, purchase, or first impression. AFTELO is being designed to preserve the original claim, connect it to a decision where possible, and follow up over time.
The aim is not another star average or a universal score for people. It is a calmer, more useful record of what held up, for whom, and for how long.
Approach
Claim → decision → verification → time → outcome.
Each part answers a different question. AFTELO keeps outcome state, verification state, and evidence strength separate so the public record can be precise about what it does and does not show.
Initial boundary
The founding-pilot scope is deliberately narrow. Regulated, medical, therapeutic, weight-loss, financial, and other high-risk recommendations are excluded from the initial launch.
Independence
Commerce cannot rewrite evidence.
AFTELO’s intended trust boundary is simple: sponsorship, gifting, affiliate relationships, and research funding should be disclosed; none should buy a stronger result, remove an eligible outcome, or change the methodology after the fact.