Smart Scheduling — Grounded in Our Field Research¶
Date: 2026-06-03 · Source: anchor-site pre-pilot pharmacy field memos (Weeks 1–3, ~43 participants) + customer questionnaires + Product Daily Syncs. Why this matters: smart scheduling isn't a first-principles guess — our own research already told us what seniors need. That's both a better product and a stronger patent (documented evidence of need).
What seniors actually told us¶
| # | Finding | Evidence |
|---|---|---|
| 1 | Confirmation beats reminders. A confirmed dose matters more than a fired alarm. | Dose-confirmation feature outperforms reminders for cohorts #2 & #3 — confirmed across batches. The adherence-reminder core "may be necessary but isn't sufficient." |
| 2 | The enemy is fatigue/burden, not forgetting. | "Fatigue > forgetting; 30 min/day burden; 5-layer alert." "I'm too tired" is a genuine non-adherence root cause, not an excuse. |
| 3 | Dumb reminders are proven insufficient. | "The best existing reminder system (4 alarms/day) is not sufficient." And: pill organizer + caregiver-filled + still misses doses [P-NEW-08]. |
| 4 | Reminders get habitually dismissed. | "Existing reminder system in place but dismissed habitually" [P-NEW-01]. |
| 5 | Dose-time context matters — food/timing rules. | "Instruction at dose time — including food/timing rules" [P-W3-04, P-W3-02]; a patient self-modifies timing around meals to avoid stomach aches [P-NOTES]. |
| 6 | Caregiver-absence is a catastrophic failure mode. | 2-week non-adherence gap when the daughter was traveling [P-NOTES-03]; "non-adherence when caregiver is away." |
| 7 | High-stakes timing is fraught (insulin). | "Doesn't always know the exact time to take insulin; forgets; worries the caregiver won't know" [P-NOTES]. |
| 8 | Refill anticipation is part of the job. | Refill thinking starts 2–5 days before a monthly fill, 2 weeks for 90-day [P-NOTES-01]. |
| 9 | Dignity — no "babysitting." | Adherence framing must be dignity-preserving [P-W3-01, P-W3-10]. |
| 10 | Cognitive impairment ≠ a reminder problem. | The reminder fires, cognition fails, the caregiver intervenes — "a recognition + action problem," not a reminder one. |
How this shapes Smart Scheduling (design implications)¶
- Confirmation-first, not reminder-first (Finding 1) — the engine's job is a confirmed dose; reminders serve confirmation, and a confirmed dose silences the rest.
- Fewer, smarter, gentler — reduce burden (2, 3, 4, 9) — pre-emptive and adaptive, not more alarms. We remove nags as the member proves a routine. The "too loud / too many" fix is a design requirement, not a setting.
- Carry dose-time context, not just a time (5) — new design element: the schedule includes the instruction (with food, empty stomach, separate from X) — the question seniors actually have at dose time.
- Anchor to real life (5) — learn the rhythm around meals and routine (where seniors already self-modify), not a generic clock.
- Robust to caregiver absence (6, 7, 10) — when the usual helper is away, the engine pre-empts and the Circle can be looped in (opt-in) — covering the catastrophic-gap failure mode.
- Refill anticipation (8) — schedule forward: nudge the refill before the bottle runs out (ties to the in-app pharmacy actions seniors asked for).
What it adds to the patent (the brief)¶
- Real evidence of need — the problem (S2) is documented, not asserted.
- Two design elements the research discovered that sharpen the invention + the distinct space:
- Dose-time context (food/timing rules carried with the schedule) — a novel layer no dumb reminder has.
- Confirmation-first + adaptive de-escalation (remove nags as a routine proves out) — directly answers the "fatigue, not forgetting" root cause.
- These strengthen the wellness-lane story too: we're reducing burden and confirming, never instructing.