Human judgment, fully briefed.
Human escalation paths are explicit, contextual, and governed. When an agent hands off, the human receives full interaction history, AI-prepared summaries, and structured next steps. No context loss.
Multi-step work. Systems-of-record depth.
Agents read from and write to your systems of record as they move through multi-step workflows. They collect documentation, update case records, trigger downstream tasks, and advance cases across days and touchpoints. Not single-turn responses. Sustained operational execution.
One set of rules. Every channel.
Agents operate natively across voice, chat, SMS, email, and web. A patient who starts on chat and continues by phone experiences one coherent journey. Same workflows, same safety controls, same context.
Constrained by design.
Every agent operates within defined boundaries: approved content, regulatory limits, scope constraints. Behavior is observable, auditable, and controllable in production.
The speed and availability of AI with the clinical awareness and empathy of your best team members.
Context-aware support
Multilingual communication
Always available
Not every workflow requires the same degree of AI autonomy. Elegant Machine supports three operating modes, and you define which mode applies to each step:
AI Recommendation
93% Confidence
Continue PA Processing with current documentation set
Reason
Patient coverage verified
Alternates
Escalate to supervisor. Request more documentation.
Approve
Reject
Check
Continue PA Processing with current documentation set
Reason
Patient coverage verified
Alternates
Escalate to supervisor. Request more documentation.
Approve
Decline
Peter
Advisory
AI Approvals
8
pending
3.2m
avg. wait
12m
oldest
B
BI Agent
T
Tom Garcia
93% Confidence
Send copay assistance enrollment via SMS to patient
Reason
Patient coverage verified
Task SLA: 3h 20m
Approve
Reject
B
BI Agent
T
Tom Garcia
93% Confidence
Send copay assistance enrollment via SMS to patient
Reason
Patient coverage verified
Task SLA: 3h 20m
Approve
Reject
Meg
Supervised
Agent
B
BI Agent
A
Adherence Agent
A
Onboarding Agent
A
Adverse Agent
A
Refill Agent
Tier
Playbook
Trend
Active
Completed
Completion Rate
Escalation Rate
Approval Queue
Error Rate
Autonomous
Benefits
12
247
94.8%
8.2%
4
0.80%
Supervised
Adherence
32
545
91.4%
1.9%
0
0.80%
Autonomous
Onboarding
3
1,098
88.1%
14.5%
22
0.02%
Autonomous
Adverse Detection
21
2,134
89.8%
19.1%
2
1.32%
Autonomous
Refill
21
2,134
89.8%
19.1%
2
1.32%
Autonomous
Most teams begin with a use case or micro journey. We will talk through your operating model, where execution breaks down, and whether Elegant Machine is the right fit.