Industries
We work where operations are messy and margin matters.
Different industry, same shape: instrument the loop, automate the boring 80%, give the humans back to higher-impact work.
Retail & E-commerce
Margin-sensitive, ops-heavy, customer-facing.
Common pain
- — Support tickets pile up faster than agents can clear them
- — Merchandising and pricing decisions made on stale dashboards
What we build
AI agents that triage 80% of tier-1 tickets and surface real-time price moves from competitor scrapes.
Logistics & Supply Chain
Routing, exceptions, and paperwork eat the margin.
Common pain
- — Last-mile exceptions handled by phone, email, and intuition
- — PoD, BoL, and customs paperwork processed manually
What we build
Route-optimization models + LLM extraction of shipping documents that cut exception handling time by 60%.
Finance & Insurance
High-stakes decisions, low-tolerance for error.
Common pain
- — Underwriting and claims locked in 30-page PDFs
- — Compliance review still done line-by-line by analysts
What we build
Document-aware copilots that draft claims summaries and flag policy exceptions for human review.
Healthcare
Clinicians drowning in admin, not patients.
Common pain
- — Charting and prior-auth eat 2+ hours per clinician per day
- — Patient intake and triage handled by overloaded front desks
What we build
Ambient scribes + intake agents that return 90 minutes per clinician per shift.
Manufacturing
Downtime costs more than any single fix.
Common pain
- — Preventive maintenance based on calendars, not condition
- — Quality inspection done by overworked humans on the line
What we build
Vision models + predictive maintenance that cut unplanned downtime by 25%.
Hospitality
Guest experience won and lost in tiny moments.
Common pain
- — Booking, upsell, and concierge requests answered too slowly
- — Reviews and feedback never roll up into action
What we build
Multilingual guest agents and review-mining pipelines that lift NPS without growing headcount.
Don't see your industry?
The shapes repeat across sectors. If your team spends most of its day reacting, we can probably help.