Glossary
Top Stack Recommendation
Updated February 28, 2026
Top stack recommendation is the highest-priority stack signal after current context and safety filters.
Why it matters
Ranking shifts as behavior and safety signals change.
What drives ranking
- evidence consistency
- adherence history
- tolerance and timing fit
Top stack vs top single ingredient
A top stack includes compatibility and scheduling considerations across multiple ingredients.
A top ingredient may still appear as a standalone alternative when stack complexity is too high.
Confidence and use caveat
Top ranking can still be wrong for an individual, especially with sparse or delayed logs.
Use confidence and rationale context before changing protocol.
Practical action step
If a top stack repeatedly fails your goals, request a narrower alternatives view and simplify one dimension before escalation.
Uncertainty and limits
- Evidence is limited on whether top stack ordering is stable across all routines.
- Evidence is limited on one-day signal spikes affecting short-term ordering.
Cross-site references
How this appears in Unfair
Top stack labels reflect combined signal strength and active constraint checks for your current cycle.
Clinical safety note
Do not prioritize ranking over warning signals or clinician-guided contraindication changes.