Case study · Healthcare

Triaging 40,000 tickets a month, around the clock.

A privacy-first intake agent that summarises, prioritises and routes patient messages — so clinicians only see what needs a clinician.

Client
MedLink
Sector
Telehealth
Built in
8 weeks
Live since
Jan 2026
CSAT lift
4.2×
CSAT lift
measured over 90 days
tickets / month
40k
tickets / month
triaged automatically
clinician admin
−63%
clinician admin
time on inbox
data retained
0
data retained
by model providers
The problem

Clinicians were drowning in their inbox.

Every message — from prescription refills to urgent symptoms — landed in one queue. Urgent cases waited behind admin requests, and clinicians spent nearly half their day sorting mail.

The approach

Triage first, then route.

An intake agent classifies urgency, drafts a summary and suggests the right team. Anything clinical with low confidence is escalated straight to a human, with an audit trail on every decision.

  1. Intake
    web · app · SMS
  2. Triage agent
    urgency · intent · summary
  3. Guardrails
    clinical escalation rules
  4. Routing
    care teams + EHR note
The outcome

Urgent cases first, every time.

Urgent messages now reach a clinician in minutes instead of hours. Admin requests are resolved automatically, and patient satisfaction has risen more than fourfold.

They actually own the outcome. Eval suites, on-call, the works. It feels like an in-house team.

Marcus Olin · CTO, MedLink