Outcome Studies

A defined question, observed over time.

Aftelo Outcome Studies are a proposed research format for examining a measurable product claim through documented recruitment, neutral participant treatment, verification, timed follow-up, and a permanently labelled sponsor relationship.

The study record remains visible.

The intended methodology makes each stage legible: what was claimed, who was eligible, how a decision was verified, when participants were asked, and what was reported.

01Claim
02Decision
03Verification
04Time
05Outcome
06Evidence strength

Question and protocol

The study question, cohort definition, planned check-ins, and limitations are documented before outcomes are interpreted.

Participant neutrality

Participants are not selected for expected positivity and are not removed because they report a weak result.

Fixed completion rewards

Any participant reward is fixed for completing the process, never for a positive, neutral, or negative answer.

Permanent sponsor label

A funding relationship remains attached to the study material and cannot be removed after publication.

Time is part of the method.

Study duration depends on the claim and category. The founding format is intended to support short 30-day work and longer 90-day or 180-day follow-up where continued use matters.

Illustrative study windows

30, 90, or 180 days.

The duration is chosen to match the observable claim and disclosed in the study plan. It is not a promise that all questions can be answered in every window.

Demonstration data—not live consumer evidence.

Evidence strength

Sample size, verification coverage, follow-up completion, time period, and methodology version travel with an outcome summary.

Designed to state limits plainly.

Outcome Studies are not a certification, a controlled trial, or a guarantee of product performance. They are a proposed approach to more accountable, longitudinal consumer evidence.

A sponsor may define a research question, but cannot alter participant eligibility, outcome records, verification mix, exclusions, thresholds, or the published methodology after results are known.

Request a study conversation

A fictional example of the report, not a live result.

This sample shows the minimum structure a published Outcome Study would need. All values are fictional demonstration material.

Fictional demo Outcome Study · noindex

Luma Arc styling-time claim

Preregistered question

Did the stated styling-time threshold hold at the Day-30 primary endpoint for the eligible, purchase-verified cohort?

Endpoints

Primary: Day-30 raw styling-time reduction. Secondary: reported claim state, continued use, returns, and Day-90 follow-up.

Eligibility and recruitment

Fictional demonstration cohort recruited through a disclosed creator invitation; no live recruitment, selection, or outcome data is represented.

Verification mix

Report would state reported, purchase-verified, usage-verified, and longitudinally verified denominators separately.

Checkpoint denominators

Report would show eligible, invited, completed, missing, returned, withdrawn, excluded, invalid, and not-yet-due states at each checkpoint.

Paired and cross-sectional

Same-person Day-30/Day-90 transitions appear only when source records contain paired outcomes; otherwise the report marks them unavailable.

Attrition and discontinuation

Returns, stopped use, no response, and protocol exclusions remain separate; they are never combined into a favourable completion rate.

Limitations and corrections

The report identifies missing measures, selection limits, unverified use, methodology version, sponsor disclosure, and a dated corrections history.

Sponsor disclosure: fictional example only; no sponsor funded this demo. Methodology: v0.2. Corrections history: initial fictional example published July 21, 2026.