Explainable, controllable recommendations

Blend “in‑the‑moment” with “favorites”, steer with theme dials, and export audit‑ready explanations.

Overall Hit@20
First‑time Hit@20
Router Gap
MI (bits)

Inputs

Tell us who you are (history) and when you’re shopping (day + hour). We’ll explain choices in plain language.

Value: 10
Value: 0.5
Value: None

Moment Dials (Prices)

These knobs steer “themes” (moments). Turn down a theme to show it less, up to show it more. Appears after first Score.

Moments (Themes)

Each theme has its own vibe (time/day) and example items. Rename them in plain language for your team.

Results

Top picks

We recall a large candidate pool, then re‑rank and show the top‑K.

Why these?

See the blend (In‑the‑moment vs Favorites) and the strongest themes now.

What‑If Timing

Fairness & Cohorts

We summarize recent sessions to spot imbalances across time cohorts. Use in tandem with your own protected‑group analyses.

Hidden Secrets