Cross-department AI tooling inside a mid-size residential construction operation.
Embedded engagement across sales, operations, and construction. Approach: learn each department deeply, find where the friction lives, ship the right system — sometimes AI, sometimes deterministic logic, sometimes a workflow change. Built to be used, not demoed.
The problem
Mid-size operations carry hidden friction in every department: repetitive data entry, broken handoffs between sales and operations, ad-hoc invoice processing, organizational knowledge buried in inboxes, historical data scattered across systems. The first job is finding where AI actually moves the needle versus where a simpler fix works better — and being honest about both.
The approach
Embedded across departments in learning mode first. Mapped workflows: where time goes, where mistakes happen, where judgment shows up. Built where AI fit: automations for repetitive work, internal AI chatbots for organizational knowledge, AI-augmented invoice processing. Upgraded database infrastructure to support multi-year historical queries. Each ship was the smallest version that proved the fit, then expanded from there.
Outcomes
- →AI tooling live across sales, operations, and construction departments
- →Automations handling repetitive work that previously required manual touch
- →Internal AI chatbots improving day-to-day work and research access
- →Database infrastructure upgraded for multi-year historical queries
Start a conversation
Tell me what you’re building.
If it’s a fit, you’ll hear back from me personally within a day or two with next steps. No sales pitch.
- + Reply within 1–2 business days
- + Usually available within 1–2 weeks
- + Fixed-scope engagements, no retainer traps