How recommendations work

The decision starts with what matters to you

Budget, intended use, capability priorities and brand requirements are translated into structured recommendation requirements before ranking begins.

Brand controls remain distinct: an excluded brand is excluded, a required brand restricts the main recommendation set, and a preferred brand acts only as a preference or tie-break where the approved logic allows it.

A product must qualify before it can rank

WyzBuz applies deterministic eligibility rules before personalized ordering. A product that fails a hard requirement is not promoted merely because it is commercially attractive.

Specifications and evidence feed the assessment

Recommendation calculations use the verified product and performance evidence available to WyzBuz. The interface keeps evidence provenance separate from WyzBuz assessment.

Incomplete evidence reduces confidence

WyzBuz accounts for evidence completeness so weak or incomplete evidence cannot be silently presented with the same confidence as strong verified evidence.

Current price matters when the decision requires it

Budget-aware decisions can use current verified commerce evidence. Stale or unverifiable commerce information is not treated as fresh purchasing evidence.

Ranking is deterministic

Qualifying candidates are ordered using deterministic scoring and approved tie-break rules. The same validated requirement state and evidence should not be reordered because an affiliate commission is larger.

Alternatives stay separate from the main ranking

WyzBuz can show a separate Worth considering section for alternatives that do not replace or silently alter the main recommendation order.

Affiliate economics do not buy organic rank

Affiliate commission, provider economics or future sponsored economics must not silently determine organic recommendation eligibility, scoring or order.

Sponsored content, if introduced, must be separately identified rather than disguised as an organic recommendation.

AI interprets the request; it does not own ranking

Ask WyzBuz can interpret conversational shopping requests into controlled structured updates. Deterministic application logic retains authority over product eligibility, evidence, scoring and recommendation order.