For pharmacy-linked services

Adherence, refills, and follow-up. Coordinated.

careos handles medication terminology, reconciliation, administration events, omission reasons, and patient communication — with bounded AI that can monitor and nudge, but never change a treatment plan.

Adherence snapshot
Active cohort2,148
On plan88.4%
Refill gap > 3d42
Omissions today17 (reasoned)
Outreach sent121
Pharmacist review6 queued

Pharmacy workflow challenges

The gaps between prescribed and taken.

Pain 01

Refill gaps

Patients who forget, delay, or never collect — and nobody finds out until the next appointment.

Pain 02

Missed doses

Administration happens, or does not, with no record and no signal back to the care team.

Pain 03

Adherence blind spots

No cohort-level view of who is on plan, who is drifting, and who needs intervention now.

Pain 04

Comms overhead

Pharmacy teams writing the same reminders, explanations, and follow-ups by hand, in tools that do not connect.

Pain 05

Reconciliation drift

Prescribed, dispensed, administered and reported never line up — and nobody owns closing the gap between source systems.

Pain 06

Incident capture is informal

Duplicate therapy, allergy warnings, interaction alerts and overrides live in free text, without rule version or approver on record.

What careos handles

The medication graph. Grounded in real terminology.

dm+d (UK)

Dictionary of medicines and devices terminology for UK medication records, with full synonym and mapping support.

RxNorm & NDC (US)

RxNorm concept alignment for clinical use and NDC codes for dispensing, reconciled on every event.

Reconciliation

At intake, discharge, and transitions — structured reconciliation with change reasons and clinician review.

Administration events

Dose-level administration records with timestamp, route, site, and administering party.

Omissions with reason codes

Missed doses captured with structured reasons — refusal, unavailable, withheld, unable — never blank.

Patient-facing medication view

A plain-language timeline of what to take, when, why, and what to do if there is an issue.

Medication Adherence Agent

Monitors. Nudges. Never changes the plan.

An AI worker with a scoped job: watch refill gaps, missed doses, and outreach effectiveness. Surface who needs help. Draft communication for pharmacist review. It cannot change a treatment plan.

Watches refill gaps

Flags patients approaching the end of supply with no collection scheduled.

Tracks missed doses

Watches administration streams and escalates structured omissions to pharmacists.

Measures outreach

Reports which nudges worked, on which channels, for which cohorts — feedback loop for the service.

Cannot mutate plans

Prescribing and treatment-plan changes remain clinician-only. The agent drafts and flags, never commits.

Pharmacy-facing workflows

Dispense, reconcile, track.

Dispensing integration

Two-way hooks into pharmacy systems for prescription status, dispense events, and collection confirmation.

Event reconciliation

Compare prescribed, dispensed, administered, and reported — with discrepancies surfaced to the pharmacist.

Prescription status tracking

Lifecycle visibility from prescribing through dispensing, collection, administration, and review.

Patient education

Right message. Right channel. Right time.

Reminders

Dose reminders and refill nudges on the patient's chosen channel, within their chosen quiet hours.

Education content

Plain-language explainers and drug-specific guidance served at the point it is useful.

Issue reporting

One-tap reporting of side effects or confusion, routed to the pharmacy team with full context.

Multi-channel communication

Meet patients on the channel they chose.

SMS

Two-way SMS with delivery confirmation and reply threading to the patient record.

Voice

Outbound voice reminders for patients who prefer voice, with acknowledgement capture.

App

In-app reminders, timelines, and issue reporting for patients on the careos app.

Letter

Postal letter fallback for patients without digital channels, generated from the same templates.

Email

Structured email with tracked delivery, reply threading and preference-aware routing back to the pharmacy queue.

App push

Native app notifications for patients on the careos portal, respecting quiet hours and accessibility preferences.

For pharmacy-linked services

Close the adherence loop.

Bring your pathway. We will show you how careos closes the loop from prescribed to taken, with the evidence your clinicians and auditors need.