Values-Aware Recommendations
Personal, evidence-backed suggestions grounded in your own week, with guardrails that never push for more output.
These images are illustrations of the concept, not screenshots of the actual product.
Overview
Values-Aware Recommendations closes the loop between observing time and changing it. Instead of generic productivity tips, the concept proposes specific, small changes drawn from the person's own week and weighed against the values and targets they declared. The interface states its principle up front: recommendations are grounded in your own week and never optimize for more output.
Insight on its own rarely changes behavior, and most suggestion engines err in one of two ways: they nag, or they nudge people toward doing more work. This concept is designed to avoid both. Every suggestion can be accepted, snoozed or dismissed, each carries its evidence, and a set of guardrails lets the person rule out whole categories of advice, including anything that would suggest more work.
The first illustration shows recommendations as cards with a supporting visual. A commute-overlap card notes that two of the week's commutes overlapped a call that could be taken from home and shows a small weekday chart with the overlapping day highlighted. A family-time card points out a long stretch without an unbroken two-hour family block and proposes protecting a free evening slot on the calendar. A sleep card compares average sleep on nights when the phone stayed active after nine with nights when it was put away, and offers a reminder. The second illustration shows the full Recommendations page: New, Snoozed, Accepted and Dismissed tabs with counts, a Generate recommendations button, and cards for a missing focus block, falling below a family target and time drifting from declared values. The cards carry a domain tag such as work or family, a confidence, alignment or Time Well Spent chip, and an expandable evidence row. A Guardrails panel includes Never suggest more work, quiet hours, muted kinds and a weekly cadence.
Recommendations are designed to draw on the Time Well Spent score, the life balance targets, focus signals and the Dead-Time Radar, which makes this concept the action end of the Life Intelligence area.
What this concept shows
- Recommendation cards with a plain-language suggestion and a supporting chart or calendar block
- Accept, Snooze and Dismiss actions on every recommendation
- New, Snoozed, Accepted and Dismissed tabs with counts
- A Generate recommendations action to refresh suggestions on demand
- Domain tags plus confidence, alignment and Time Well Spent chips on the cards
- An expandable evidence row that shows the measurement behind a suggestion
- A Guardrails panel with Never suggest more work, quiet hours, muted kinds and a weekly cadence
How it works
- Open Recommendations to see new suggestions drawn from your week.
- Read a card's suggestion and its supporting visual, such as a commute overlap chart or a free calendar block.
- Expand the evidence row to see which measurement produced the suggestion.
- Accept, snooze or dismiss each recommendation, and revisit earlier ones in the Snoozed, Accepted and Dismissed tabs.
- Adjust the guardrails, including quiet hours, muted kinds and cadence, so future suggestions fit how you live.
- Generate a fresh set of recommendations when your week or your values change.
Who it's for
- Individuals who want concrete next steps rather than more dashboards
- Remote and hybrid workers balancing commutes and calls
- Parents protecting family time
- People improving sleep and evening habits
Illustrations
2 illustrations of this concept. Select one to view it full size.
Recommendation Cards with Supporting Visuals
This illustration shows the Recommendations page in a desktop browser window, with a left rail for Dashboard, Recommendations, Calendar, Activities and Settings and a search field for suggestions. A subtitle states that the product never optimizes for more output. Three cards follow. Commute Overlap suggests taking one day's call from home, supported by a small weekday bar chart with the overlapping day highlighted and a line showing the sample commute and standup times that collide. Family Time notes a long gap without an unbroken two-hour family block and proposes protecting a free evening, shown as a highlighted calendar block. Sleep Quality suggests keeping the phone in another room after nine with a reminder, backed by a line chart and a comparison of average sleep with and without the phone nearby. Every card ends with Accept, Snooze and Dismiss. The design demonstrates concrete, explained suggestions.
Recommendation Inbox, Evidence and Guardrails
This illustration shows the full Recommendations page within the application layout, with the Life group expanded in the sidebar. The subtitle says suggestions are grounded in your own week, never in a push for more output, and a Generate recommendations button sits at the top right. Tabs for New, Snoozed, Accepted and Dismissed show counts. Three cards appear under New: no unbroken two-hour focus block this week, with the longest protected stretch noted; being below the family target by a number of points; and time drifting from declared values. The first two cards carry a Work or Family domain tag, and every card shows a confidence, alignment or Time Well Spent chip, Accept, Snooze and Dismiss buttons, and a collapsible evidence row citing a focus measure for this week against the prior week. A Guardrails panel lists Never suggest more work and quiet hours, both switched on, plus muted kinds and a weekly cadence. The design demonstrates accountable, user-governed suggestions.
Topics
- personalized time recommendations
- values-based suggestions
- non-nagging habit suggestions
- protect family time
- commute and meeting overlap
- sleep and phone use habits
- explainable recommendations
- recommendation guardrails
- work-life balance suggestions
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