Embedded AI agent
Voice, text, and chat inside your workflows.
For Software Systems
Ship AI care coordination without rebuilding your product.
Mila helps you embed governed AI engagement into the software your customers already use, so workflows can move beyond the screen and into completed action.
Workflow event
Referral created
Patient needs scheduling
Customer: Ortho Group A
Mila workflow
{ "workflow": "referral_follow_up", "channel": "voice_sms", "ruleset": "customer_configured" }
Rules applied
Approved content
Escalation checked
Context retained
Writeback
{ "status": "scheduled", "summary": "Patient confirmed appointment", "next_step": "send_prep" }
Referral status:
Pending
THE REALITY
AI demand is moving faster than most product roadmaps.
Your customers want intelligent automation inside the software they already use. But healthcare-grade AI care coordination requires voice, text, chat, workflow triggers, governance, escalation, writeback, and customer-specific configuration before it can safely move real work forward.
Building it yourself means building infrastructure, not just a feature.
The Mila Difference
Mila handles the coordination work between care steps.
Routine handoffs keep moving. Staff step in only when human review is needed.
Incoming Coordination Needs
Referral aging
Contact in progress
Intake incomplete
Awaiting response
Recall overdue
Follow-up queued
Readiness question
ReviewPrep question received · needs clinical review
Follow-up due
WaitingDay 7 check-in · no response yet
Mila
Workflow Coordination
- Rules applied
- Outreach sent
- System updated
Call · SMS · Chat
Context retainedHandled by Mila
Intake received
Recall started
Escalated with context
Readiness question routed
Summary attached
Written back
Status updated
The result: fewer dropped referrals, fewer missed visits, and less routine follow-up landing on staff.
Weeks
to go live, not quarters
25+
pre-built system integrations
6-18 months
of infrastructure work avoided
CAPABILITIES
What you can launch with Mila.
Mila gives you the building blocks to add AI-powered workflows across customer use cases, product events, escalation paths, and reporting needs without rebuilding the integration for every workflow.
API-triggered workflows
Start workflows from events, webhooks, or triggers.
Customer-level controls
Configure rules, channels, content, and escalation.
White-label outreach
Deliver engagement as part of your product experience.
Configurable escalation
Route complex issues with context attached.
Embedded reporting
Write outcomes, summaries, and status back.
Workflow expansion
Add new workflows without rebuilding the integration.
Multi-customer deployment
Deploy across customers with unique configurations.
Custom healthcare workflows
Configure around the workflows your customers need.
HOW IT WORKS
From API call to embedded workflow.
Your product sends Mila a workflow event. Mila loads the right customer configuration, runs the governed AI workflow across channels, follows up until the next step is completed or routed, and writes the outcome back into your system.
One connection can support many customers, workflows, rules, channels, and escalation paths.
Example workflow: Care gap closure
1
2
3
If needed
4
5
writeback.completed
Workflow event sent
Your product sends a workflow event.
{
"event": "care_gap.identified",
"workflow": "care_gap_closure",
"customer": "Lakeside Medical Group"
}Customer configuration loaded
Mila loads Lakeside Medical Group's setup.
- Rules
- Channels
- Approved content
- Escalation path
- Follow-up timing
Governed workflow runs
Mila works the gap until it's closed or routed.
Pending
Outreach active
Response received
Screening scheduled
voice
text
chat
context retained
follow-up queued
Routed if needed
- Gap flagged for review
- Summary attached
- Team notified
Outcome written back
Gap status: Screening scheduled
Summary attached
Next step: Send screening prep info
Embedded by Design
API-first architecture built for healthcare software.
Mila starts from events inside your product, loads the right customer configuration, runs governed workflows across channels, and continues follow-up over time until outcomes are completed, routed, or written back into your system.
That means AI-powered workflows can run behind your product experience without becoming a separate tool your customers have to learn or manage.
- Event-driven
- Customer-configured
- Omnichannel
- Writeback-enabled
Product Events
appointment.at_risk
intake.incomplete
followup.due
support.requested
Mila orchestration layer
Customer configuration
Rules + approved content
Context retained
Escalation logic
Continues follow-up until completed, routed, or written back.
Execution
Voice
Text
Chat
Human routing
Writeback
Status updated
Summary returned
Outcome logged
Reporting updated
Written back into your system.
Not just an embedded AI agent.
Mila is an API-first, event-driven, omnichannel workflow orchestration layer that manages follow-up over time and writes outcomes back into your system.
In Their Words
What healthcare software teams say about Mila.
Dental front offices are running short-staffed, and most AI solutions simply add another tool to manage. Our partnership with Mila did the opposite. Together, we’re able to launch a configured AI receptionist in less than 48 hours, automate key patient scheduling tasks for practices, and complete scheduling activities in as little as 3 minutes.
David Kocher
Chief Customer Officer, RevenueWell
Why Mila
Embedded.
Governed.
Configurable.
Three things make Mila durable beyond the first workflow, and the reason health tech teams can expand from one AI capability to many.
Embedded
API-first architecture.
Mila connects through product events, workflow triggers, customer configuration, and writeback, so AI-powered workflows can run inside the software experience your customers already use.
Native experience. No separate destination.
Governed
Runs inside approved boundaries.
Mila follows customer-specific workflow rules, approved content, HIPAA verification, escalation paths, and reporting needs, so AI-powered engagement stays controlled and appropriate.
Built-in controls. Clear escalation.
Configurable
Adapts by customer and workflow.
Mila can be configured by customer, use case, channel, language, timing, rules, and escalation logic, so one integration can support many deployments.
One connection. Many workflows.
Built for predictable execution at scale. Every workflow runs within defined rules, with clear escalation and full control across tenants.
Explore Mila
See what your software could launch with Mila.
Walk through your roadmap, customer asks, and the AI-powered workflows your product could deliver without building the infrastructure from scratch.
