The AI engineering practice.
Systems & Agents is the core of what we do. Digital Foundation is the digital surface these systems sit on top of. Advisory is the work that runs through both. Most engagements touch all three.
Most operational work in a business is structured, repetitive, and bound by rules — which is exactly the work AI systems are now capable of doing end to end. Quote routing across modes and providers. Document intelligence over contracts and compliance filings. Agents that read inboxes, draft responses, update records, and escalate what needs a human. Retrieval systems that turn years of institutional knowledge into something the rest of the operation can use.
We engineer those systems. Custom-built against the actual workflow, integrated into the tools already in use, evaluated against real data, and deployed with the observability to know when they drift. Not bolted on. Not generic. Built for the operational reality of the specific business in front of us — and the specific sector it operates in.
Operators in Supply Chain, Real Estate, and Construction who are bottlenecked by capacity, not demand.
Teams running on tribal knowledge, shared inboxes, and goodwill.
Owners who can name three things their team should be doing but isn't, because no one has time.
Businesses where the operational work that should compound is being done by hand — every week, every cycle, every deal.
- —Custom AI agents built against the specific workflow, evaluated against your data, deployed with observability
- —Workflow automations built in n8n, Make, or custom code where the platforms can't reach
- —CRM and operational infrastructure — configured, migrated, and wired into the rest of the stack
- —Retrieval systems and document intelligence — vector databases, OCR pipelines, RAG over your contracts, SOPs, and historical records
- —Operational dashboards that show what's running without anyone checking in
- —Engineering documentation, runbooks, and access handoff so the team owns what was built
What this looks like in your sector
Supply Chain
Quote routing across modes and providers, document intelligence over BOLs and customs filings, broker handoff automation, compliance tracking against shifting tariff regimes, agents that monitor inboxes for booking requests and rate inquiries.
Real Estate
Lead routing across agents and markets, listing infrastructure across MLS feeds, transaction workflow from offer to close, document intelligence over contracts and disclosures, agents that maintain CRM hygiene without manual entry.
Construction
Bid tracking and proposal generation, RFI routing and submittal logs, change order workflows, document intelligence over plans and specs, agents that connect field updates to back-office systems.