PharmaEye · the context layer

One patient
context
every agent reads.

PharmaEye is the layer under OneDose — the agentic AI for the medication journey. Refills, intake, inbound calls, prior authorization, adherence and post-discharge follow-up, all working from one record inside the PMS, EMR and care workflows you already use.

Book a 30-min demo
HIPAA · SOC 2 Type II · ABDM-ready · Native PMS & EMR integration
pharmaeye · shared context · main pharmacy
LIVE
Inbound call · Mehta, R.
+91 ••• 4421 · routed to Voice agent
00:38
caller

Patient verified
Mrs. Rina Mehta · DOB 14-Mar-1958
Match score 0.98 · linked to RX-0921
Refill scheduled
Telmisartan 40mg · 30-day supply
Pickup queued · counter B · 5:00pm
Clinical signal
Reported dizziness on dose
Auto-escalating to pharmacist · ETA 8s
Continuity
Day-7 follow-up scheduled
Adherence agent · 3:30pm tomorrow
Throughput · 142 / 24h
Audit log streaming
PharmaEye

It doesn’t learn
from your patients.
It remembers them.

PharmaEye is the context layer OneDose’s agents run on: every channel resolves into one patient record, checks run before anything is written back, and anything clinical escalates to a human with the full history attached.

No model is trained on your data. PharmaEye is memory and retrieval — the reason six agents behave like one workforce instead of six tools that each know a third of the story.

Illustrative
What arrives
Inbound call
e-Prescription
Fax / email
Photo of a script
WhatsApp message
Discharge summary
PharmaEye
one patient record
What happens next
WhatsApp reminder
Follow-up call
Refill into your PMS
Prior authorization
Claim submitted
Escalate to a pharmacist
Sees

One record, not six inboxes

Voice, e-script, fax, email, image and WhatsApp resolve into a single patient record. No format gets its own queue, and no channel gets its own version of the truth.

Checks

Before it writes, not after

Dose, interaction, formulary and prior-authorization checks run against the full record before anything reaches your PMS — so a correction is not something your team makes later.

Remembers

Context carries between agents

The voice agent already knows what the follow-up agent asked yesterday. The patient does not repeat themselves, and the care team does not read six histories.

Escalates

Clinical questions go to a human

Low-confidence cases and anything clinical route to a pharmacist or clinician with the full context attached. The agents collect and escalate; the clinician decides.

Trusted by hospital systems,
pharmacy chains and digital health partners

Apex Health
Care·line
novacare
RxNova
wellgrid
Pharmesa
careverse
mediant.
Saraswathi Hospitals
dosis
Apex Health
Care·line
novacare
RxNova
wellgrid
Pharmesa
careverse
mediant.
Saraswathi Hospitals
dosis
In motion

See it run.
Not in slides — in flight.

Five moments from production deployments — captured, not staged. Voice intake turning into a structured script. The reasoning step. The agent calling a patient back. Continuity care closing the loop.

Intro

The medication journey,
in motion.

Every script captured, reasoned about, and dispensed — with a pharmacist still in the loop.

01 / 05
Chapter 01The platform

One platform.
Every agent on the
medication journey.

OneDose is the operating layer for medication and continuity care. A coordinated fabric of specialized AI agents — voice, refill, intake, adherence, follow-up — all running on PharmaEye: one patient context, one audit log.

Hospitals deploy it for closed-loop medication management. Retail pharmacies deploy it to handle 70%+ of inbound work. Care teams deploy it to keep patients adherent long after they leave the facility.

Stage 01

Capture

Voice, fax/email, e-script, image, WhatsApp — every prescription enters one structured pipeline.

Voicee-RxFax/EmailImageWhatsApp
Stage 02

Reason

PharmaEye validates dose, interactions, formulary and prior-auth against the patient’s full record — before anything reaches your PMS.

DoseInteractionsFormularyPrior auth
Stage 03

Act

Refills processed, follow-ups scheduled, claims submitted, patients tracked — end-to-end, not just suggested.

RefillFollow-upClaimsAdherence

Workflow execution

The agent finishes the task and writes it back. Not a suggestion queue for your team to clear later.

01

Continuity layer

Tracks every patient post-discharge: adherence, side-effects, escalation to a clinician on signal.

02

Native integrations

Drops into your PMS, EMR, IVR, ABDM and dispensing hardware. No rip-and-replace.

03

Compliance by default

HIPAA, SOC 2 Type II, end-to-end encryption, full audit trail on every agent action.

04
Chapter 02The agents

Specialized agents,
built for the work.

Each agent has its own model stack, tools and guardrails — tuned for one job, evaluated against pharmacist-graded benchmarks, and all running on PharmaEye so every one of them works from the same patient record.

Voice Agent

Picks up every call, never holds a line.

  • Refill status, store hours, insurance & billing
  • Pulls live data from your PMS in real-time
  • Hands clinical questions to a pharmacist instantly
75% of inbound calls handled

Refill Agent

A pharmacy tech that never sleeps.

  • Auto-processes e-scripts, faxes/emails and images
  • Triggers prior-auth and insurance checks
  • Pharmacist reviews only the exceptions
+38% throughput

Intake Agent

Clean structured data from messy inputs.

  • Reads handwritten scripts, faxes/emails, photos
  • Validates dose, interactions, formulary
  • Writes directly into your PMS / EMR
99.4% accuracy

Adherence Agent

Keeps patients on plan after they leave.

  • Personalized reminders across SMS, voice, app
  • Tracks refill gaps and side-effect signals
  • Escalates to a clinician when risk rises
+27% adherence at 90 days

Follow-up Agent

Closes the loop on every discharge.

  • Day-1, Day-7, Day-30 structured check-ins
  • PROMs and recovery questionnaires
  • Surfaces deteriorations to care managers
4.2× re-engagement

Claims & PA Agent

Fights paperwork so you don’t have to.

  • Drafts and submits prior authorizations
  • Tracks claim status across payers
  • Appeals automatically with chart context
−61% manual ops time
Chapter 03Continuity care

The patient journey
doesn’t end at discharge.
Neither do we.

Every patient gets a programmatic follow-up plan — voice, SMS, in-app — driven by their condition, prescription and risk profile. Care teams only see what matters, when it matters.

−24%
Re-admission
+27%
Adherence
−71%
Page volume
Day 0

Discharge

OneDose ingests the discharge summary, parses the prescription, schedules the next 30 days of follow-up touchpoints automatically.

Day 1–3

Activation

Patient gets a call from the Voice agent confirming pickup, dose, schedule and side-effect awareness — in their preferred language.

Day 7

Adherence check

Structured check-in via SMS or call. PROMs collected. Adherence score updated. Drift on any med flagged in real time.

Day 14

Recovery signal

Vitals reviewed if connected. Symptoms triaged. Care manager only paged on actual signal — no alert fatigue.

Day 30

Risk & Refills

Refill window predicted before stockout. Re-admission risk scored. High-risk patients escalated with full context.

Chapter 04Pharmacy operations

Drops into your pharmacy.
Nothing to rip out.

OneDose runs natively inside your pharmacy management system. Voice agents pick up inbound, refill agents work the queue, intake agents structure every script — your team handles the exceptions.

Inbound voice, fully automated

Refill status. Pickup times. Insurance and copay. Store hours. The agent verifies the patient against PMS in real time and routes anything clinical to a pharmacist.

Every script, structured

Faxes/emails, e-scripts, photos, handwritten notes — the intake agent extracts, validates, and writes directly into your PMS with full provenance.

Lives inside your PMS

Native integrations with the systems you already use. Read/write, real-time, with row-level audit trails. No CSVs. No middleware shims.

Live in days, not quarters

Cloud-hosted. Plug in your phone tree and PMS credentials. Pilot in one location, scale to a fleet.

onedose · live · main pharmacy
16:48 IST
Mehta, R.+91 ••• 4421
Refill status · Voice agent
resolved
Iyer, S.+91 ••• 8712
Insurance copay query · Voice agent
resolved
Khan, A.+91 ••• 0094
Possible interaction · Voice → Pharmacist
escalated
REFILL QUEUE · LAST 24H
142 processed · 0 errors
118
Auto-completed
21
Pharmacist review
3
Prior auth
Chapter 05Outcomes that matter

Measured against the
work that actually shipped.

85%
Reduction in medication errors

Closed-loop verification across prescribing → dispensing → administration.

after onedosebefore
75%
Inbound calls handled by agents

Refills, hours, insurance, pickup — without ever putting a patient on hold.

after onedosebefore
+38%
Refill throughput per pharmacist

Pharmacists review the exceptions; the agent handles the queue.

after onedosebefore
$800
Saved per bed per month

Hospitals run leaner with automated dispensing and inventory forecasting.

after onedosebefore

Aggregated from deployments across hospital systems, retail pharmacy chains and digital health partners.

Chapter 06Integrations & trust

Built to fit where
care actually happens.

OneDose is built to work alongside the EMRs, pharmacy systems, IVRs and messaging channels care teams already run — rather than replacing them. Compliance and audit trails are not an afterthought; they ship with every agent.

Integration depth varies by system and region. Ask us what’s live for your estate.

EMR / EHR
  • Epic
  • Cerner
  • Allscripts
  • Athena
  • eClinicalWorks
  • Practo
Pharmacy management
  • Marg
Voice / IVR
  • Twilio
  • Exotel
  • Plivo
  • Knowlarity
Messaging
  • WhatsApp
  • SMS
  • RCS
  • Email
Hospital systems
  • ABDM
  • HMIS
  • Dispensing robots
CRM / Care platforms
  • Salesforce Health Cloud
  • Zoho
  • HubSpot
  • Custom
HIPAA compliant
BAA on every deployment
SOC 2 Type II
End-to-end encryption
ABDM-ready · ISO 27001
Audit log on every action
Regional data residency
IN · US · EU
Chapter 07From the field

Built by pharmacists.
Validated in the queue.

“OneDose feels like hiring an entire shift of pharmacy techs and a care coordinator — except they never sleep, never miss a refill, and write everything back into our PMS. We took 50% of inbound calls off the queue in the first three weeks.
RS
Dr. Rohan Shah, PharmD
Director of Pharmacy · 12-store retail chain
Apex Health
12 stores3 citiesLive · 7 months
50%
Calls handled by Voice agent in week 3
9 days
From contract to first live call
0
Pharmacy management system changes
Hospital · 800 beds

“We retired three legacy bed-side trolleys in the first quarter.”

Sr. Director of Pharmacy−32% medication errors
Retail · 24 stores

“Refill queue was always our bottleneck. It’s simply not anymore.”

Operations Lead+41% scripts / pharmacist
Care management

“We finally have eyes on Day-7 and Day-30, not just discharge day.”

VP, Population Health−24% 30-day readmits
Chapter 08The people behind it

Built by people who
have done this before.

OneDose is the third healthcare platform from this team, after Lifcare and PharmaLlama — pharmacy and care infrastructure shipped in production, with real patients on the other end.

The full story
Deepesh Rajpal — Founder & CEO, OneDose
Founder & CEO

Deepesh Rajpal

Founder of OneDose. Previously built Lifcare (one of India’s first subscription pharmacies for chronic patients) and PharmaLlama, a Bangalore-based digital pharmacy.

Connect on LinkedInBangalore, India
Chronic care · 2015
Lifcare

One of India’s first subscription pharmacies for chronic patients. Scaled to 100K+ recurring patients before consolidation.

Online pharmacy · 2020
PharmaLlama

Bangalore-based digital pharmacy. Flipkart entered talks to acquihire it in 2023 — the coverage is linked below.

Frequently asked

The answers you
actually need.

Yes. OneDose is HIPAA compliant and SOC 2 Type II certified. All PHI is encrypted in transit and at rest, with row-level audit logs on every agent action. We sign BAAs as standard.

Most pharmacies are live in 5–10 business days. We connect to your PMS, port the inbound number, and pilot at one location before rolling out to the rest of your fleet.

OneDose is built to read and write against the pharmacy management system you already run, including Marg, India’s most widely deployed pharmacy ERP. Integration depth varies by system and region — ask us what is live for your estate, and we will confirm it in writing before you commit to anything.

Every agent runs with explicit guardrails. Clinical questions, low-confidence cases and edge scenarios are routed to a human pharmacist or care manager with full call context — never silently failed.

Yes. The continuity care suite manages day-1, day-7, day-14 and day-30 follow-ups, captures PROMs, scores adherence and re-admission risk, and escalates to a care manager only on real signal.

We price per pharmacy location for retail and per bed for hospitals, with volume tiers and an outcome-linked component. Talk to us for a tailored quote.

Book a demo

See OneDose run
against your real workflows.

30 minutes on a live call. We’ll spin up the agents on a sample of your scripts and call flows and show you exactly what would change on day one.

Pick a time on Calendly
· Live in 5–10 days· No PMS changes· HIPAA & SOC 2
Or, send us a message

Prefer email? We’ll get back within one business day.

Drop your details and a short note — sales, partnerships, or anything else.