Healthcare
24/7 voice front office
Multilingual voice agents answer every call, book and reschedule, verify eligibility and collect copays — handing anything clinical to staff.
No missed callsDevelopment
- Home
- Use Cases
AI use cases that pay off first
These are the AI agent and automation use cases we see deliver value fastest. Each is a real workflow we can scope in a two-week Discovery Sprint and take to production in weeks — integrated with the systems you already run.
Use case library
Healthcare
Prior authorization automation
Agents pull chart evidence over FHIR, match payer criteria, draft medical-necessity letters for clinician sign-off and track status.
Faster approvals, fewer denialsIntegration
Healthcare
Ambient clinical documentation
Visit audio becomes structured, editable notes and codes, written back to the EHR for clinician review.
Less after-hours chartingDevelopment
Healthcare
Care-gap outreach
Identify patients overdue for screenings or follow-ups and reach them by voice or SMS to book — logged back to the chart.
Better quality measuresManaged AI
Finance
KYC & customer onboarding
Collect documents, verify identity, screen sanctions and adverse media, and assemble a reviewer-ready file with every source attached.
Faster onboardingIntegration
Finance
AP reconciliation & close
Three-way matching, exception investigation and journal-entry drafts inside NetSuite, SAP or your ERP — with controller approval.
A calmer month-endIntegration
Finance
Regulatory change monitoring
Track new rules and guidance, map them to your policies and controls, and draft impact assessments for compliance teams.
No missed obligationsConsulting
Finance
Credit memo drafting
Draft credit memos from financial statements, bureau data and policy, with every figure traced to its source for analyst review.
More deals per analystDevelopment
Insurance
Submission intake & triage
Extract ACORD forms, SOVs and loss runs, enrich with third-party data and score appetite before an underwriter opens the file.
Quote fasterIntegration
Insurance
First notice of loss agent
Voice and chat agents take claims around the clock, gather photos and documents, and route by severity and coverage.
24/7 claims intakeDevelopment
Insurance
Policy servicing copilot
Answers coverage and endorsement questions from policy documents with citations, right inside the service desktop.
Shorter handle timesDevelopment
Legal
Cited legal research
Retrieval over statutes, regulations, policy manuals and prior matters — where every claim links to the source it came from.
Every answer sourcedDevelopment
Legal
Contract review & redlining
Applies your negotiation playbook clause by clause, flags deviations and proposes redlines for attorney approval.
Consistent playbooksDevelopment
Legal
Matter intake & conflicts
Structured intake by chat or voice, automated conflict checks against your practice system, and engagement letters drafted for review.
Faster client onboardingIntegration
Retail
Agent-ready commerce (MCP)
Expose inventory, pricing and booking through MCP and APIs so AI assistants can discover, compare and transact with you directly.
Be found by AI shoppersIntegration
Retail
Catalog enrichment
Generate attributes, descriptions, alt text and translations from product images and supplier feeds — reviewed before publishing.
Better search & SEODevelopment
Retail
Conversational shopping assistant
Guided product discovery on your site and in messaging apps, grounded in live inventory and your merchandising rules.
Higher conversionDevelopment
HR
Autonomous sourcing & screening
Agents source, qualify and shortlist candidates against the role, with structured rationale recruiters can audit.
Shortlists in hoursDevelopment
HR
Interview scheduling agent
Coordinates panels across calendars and time zones and handles reschedules by email or SMS — synced to your ATS.
No calendar ping-pongIntegration
HR · Support
Employee help-desk copilot
Answers HR, IT and policy questions in Slack or Teams from your knowledge base, and opens tickets when a human is needed.
Fewer repetitive ticketsDevelopment
Support
Multilingual voice & chat support
Resolve order, billing and account questions in the customer's language with zero hold time — escalating with full context.
Every customer, every languageDevelopment
Support
Ticket triage & auto-resolution
Classify, route and resolve common tickets in Zendesk or ServiceNow with knowledge-grounded answers and QA sampling.
Faster first responseManaged AI
Sales
Live call co-pilot
Listens to sales calls in real time and surfaces answers, facts and objection handling in Slack — getting sharper after every call.
More confident repsDevelopment
Sales
Account research & outreach agent
Researches target accounts, drafts personalized outreach for rep approval and keeps Salesforce or HubSpot up to date.
More pipeline per repIntegration
Choosing a first use case
How do we decide what to automate first?
We score every candidate workflow on four questions. The best first use case is high-volume, rules-heavy, measurable — and has a clear owner.
Is the value measurable?
Hours saved, revenue captured or errors avoided — with a baseline we can track.
Is the data reachable?
The systems and documents an agent needs must be accessible through APIs or exports.
Is the risk manageable?
We start where mistakes are reversible or a human approval step fits naturally.
Is there an owner?
A business owner who will champion adoption and define what "good" looks like.
Ready when you are
Let's put AI to work in your business.
Book a 30-minute strategy call. You'll talk to an engineer who ships production AI — and leave with a clear next step, whether or not we work together.