Where the work lives

Industry configurations

AI Lab for company-specific systems. Ylar for reusable digital-employee workflows. Keep the distinction clear — then mix when it helps.

Real Estate

AI Lab: Lead qualification, site-visit booking, and follow-up across listings.

Ylar: Prospecting and follow-up employees that keep pipeline hygiene current.

  • Listing inquiry qualification
  • Visit scheduling
  • Dormant buyer reactivation
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Healthcare

AI Lab: Front-desk voice, appointment recovery, and patient communication workflows.

Ylar: Administrative employees for scheduling prep and document sorting — with clinical escalation.

  • After-hours booking
  • Reminder & reschedule
  • Intake document prep
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Retail & Distribution

AI Lab: Catalogue-aware website engagement and sales discovery.

Ylar: Inventory alerts and customer follow-up employees.

  • Visitor-to-appointment
  • Order follow-up
  • Stock exception digests
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Hospitality

AI Lab: Reservation recovery, guest messaging, and multi-channel engagement.

Ylar: Inbox and guest-request triage employees under brand tone rules.

  • Booking recovery
  • Guest FAQ
  • Review response drafts
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Professional Services

AI Lab: Intake, qualification, and knowledge systems for delivery teams.

Ylar: Finch-style inbox intelligence and research employees.

  • Proposal follow-up
  • Inbox triage
  • Research briefs
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Import & Export

AI Lab: Document intelligence and exception-heavy process redesign.

Ylar: Document coordinators and status-reporting employees.

  • Shipment document intake
  • Status digests
  • Collections follow-up
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Manufacturing

AI Lab: Workflow reengineering across ops, quality, and vendor coordination.

Ylar: Procurement and inventory intelligence employees.

  • Vendor RFQ assembly
  • Quality exception digests
  • Ops reporting
Discuss this industry →