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.
Ready when you are
Don't see your industry?
The shapes repeat across sectors. If your team spends most of its day reacting, we can probably help.