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Industries

We work best where the process is real and the margins are thin.

Domain knowledge is most of what makes an automation project succeed or fail. Here's where we already have it — and if your industry isn't listed, ask. We'll tell you honestly.

A worker checking a tablet at a workstation on a manufacturing shop floor
A worker checking a tablet at a workstation on a manufacturing shop floor
Shop-floor data, quoting, scheduling

Manufacturing & industrial

Companies where the process is physical, the margins are thin, and the ERP was configured by a consultant who left in 2014. Automation here pays back fastest because the same decisions repeat thousands of times a year.

Automation we build here
  • RFQ intake and automated quoting
  • Production scheduling against real capacity
  • Supplier document and certificate processing
  • Quality-report generation from inspection data
Typical micro-SaaS
Configure-price-quote workspacesShop-floor job trackingSupplier portals
A warehouse worker checking stock on a tablet between tall storage racks
Routing, EDI, exception handling

Logistics & distribution

High volume, thin margins, and a hundred partners each with their own idea of a data format. The wins come from exception handling — the 4% of shipments that consume 60% of the staff time.

Automation we build here
  • EDI translation and error recovery
  • Exception triage and proactive customer notification
  • Rate shopping and carrier selection
  • Freight invoice audit and reconciliation
Typical micro-SaaS
Exception management consolesCarrier portalsYard and dock scheduling
A calm professional services office with people working at spaced desks
Intake, back-office automation, document review

Professional services

Firms that bill for expertise and lose margin to administrative work. The goal isn't fewer people — it's the same people spending their hours on the work clients actually pay for.

Automation we build here
  • Client intake and document collection
  • First-pass document review with citations
  • Time and expense capture from activity data
  • Proposal and engagement letter drafting
Typical micro-SaaS
Review workspacesClient portalsMatter and engagement trackers
Two engineers reviewing infrastructure monitoring graphs on a wall display
Architecture, scale, cost control

B2B SaaS platforms

Product companies hitting the wall their original architecture was never designed for — or watching an AI feature's unit economics go the wrong way as it succeeds.

Automation we build here
  • Support triage and deflection with citations
  • Onboarding and data migration for new accounts
  • Usage-based billing reconciliation
  • Churn signal detection from product telemetry
Typical micro-SaaS
Internal admin and support toolingCustomer-facing configuration surfaces
A field technician holding a rugged tablet showing a job checklist
Dispatch, mobile capture, parts

Field services & trades

Businesses where a truck arriving without the right part costs more than the part. Constraint-aware scheduling and offline-capable mobile tools move the numbers immediately.

Automation we build here
  • Constraint-aware dispatch and re-optimization
  • Parts prediction at booking
  • Voice-to-work-order capture in the field
  • Automated customer arrival windows and follow-up
Typical micro-SaaS
Dispatch boardsTechnician mobile appsService agreement management
Administrators working at computers in a healthcare back office
Non-clinical workflow, prior auth, RCM

Healthcare operations

We work the administrative side — intake, authorization, revenue cycle, referral coordination. Not clinical decision support. HIPAA-aligned handling and BAAs are standard on these engagements.

Automation we build here
  • Prior authorization packet assembly
  • Referral intake and routing
  • Claim denial triage and appeal drafting
  • Eligibility verification
Typical micro-SaaS
Authorization trackersReferral coordination consolesDenial workqueues
Two developers sharing one screen while working through code together
White-label build capacity

Systems integrators & agencies

We work behind your brand when your client needs AI or platform depth you'd rather not hire for permanently. Your logo, your client relationship, our engineers.

Automation we build here
  • AI capability delivered under your brand
  • Overflow architecture and platform work
  • Technical due diligence support
  • Escalation partner on stalled builds
Typical micro-SaaS
White-label application deliverySubcontracted product builds
A financial analyst working across two monitors with printed reports beside the keyboard
Underwriting support, reconciliation, compliance

Financial services & insurance

Document-heavy processes with real regulatory weight. Everything we build here keeps a person as the decision-maker of record and produces a trail you can hand an examiner.

Automation we build here
  • Submission intake and data extraction
  • Reconciliation and break investigation
  • Compliance document review with citations
  • Regulatory reporting assembly
Typical micro-SaaS
Underwriting workbenchesReconciliation consolesCompliance audit trails
Next step

Don't see your industry?

We've taken on domains we hadn't worked in before when the process shape was familiar. Describe yours and we'll give you a straight answer about whether we're the right team.

Taking two new engagements this quarter.