Build AI service experiences people can trust—and teams can operate.
A reference architecture for organizations that need AI-guided self-service, reliable human escalation, configurable partner experiences, and measurable operational outcomes.
The operational challenge
High-trust support requests don't fit a plain chatbot.
Organizations in benefits, insurance, care navigation, wellness, financial wellness, and membership services face the same operating problem: members need fast, plain-language guidance, but many requests are individualized, policy-sensitive, or require a qualified human to finish the job. Point chatbots either over-promise certainty or under-deliver on complexity — and neither is auditable enough for a regulated or high-trust environment.
The workflow solution
Not a chatbot — a configurable AI support and escalation operating model.
- 1Guided member/customer intake
- 2AI-assisted support grounded in approved content
- 3Clear recommended next step
- 4Policy-aware risk & escalation routing
- 5Structured handoff to a human specialist
What partners can configure
Launch a branded workflow without a custom engineering build.
- Brand name, color, logo, and conversational tone
- Program or benefit catalog and call-to-actions
- Approved Knowledge & Policy Library, with owners and review dates
- Escalation and routing rules, with service-level targets
- Guided intake questions
- Roles and permissions
Governance by design
Human oversight and auditability, built in — not bolted on.
- Every response is grounded in an approved, owned, and dated content source.
- Escalation and prompt/policy changes are versioned and auditable.
- Role-based access separates administrator, specialist, and operations permissions.
- Consent is captured before a conversation is shared with a human specialist.
- A quality-assurance queue and exception workflow catch low-confidence or ambiguous responses.
What to measure
Operational outcomes, not chat volume.
- Guided self-service completion rate
- Specialist escalation rate and escalation completeness
- Average time to specialist review
- Repeat-contact rate
- Member satisfaction signal
- AI abstention rate and policy exception rate
Potential integrations
Fits alongside the systems you already run.
Shown as placeholders in this demonstration — see the Partner Configuration Center for how each integration is configured and approved.
Bring us one high-friction service workflow.
We'll help you turn it into a governed, testable AI pilot.
View the interactive demo