We take AI from
slide deck to
P&L.

White-glove Ai is our concierge implementation arm. We embed inside established businesses and rebuild their operations around AI-native workflows — one system, one team, one margin point at a time.

Start the conversation →

(The problem)

Established businesses aren't short on AI ideas.
They're short on the team that can ship them.

Every leadership team we meet has the same stack of initiatives: a customer-service copilot, a margin-leak audit, a document automation project, a forecasting model somebody built and never deployed. The thesis is right. The technology is ready. The gap is operational.

Internal teams are capable but overloaded. Vendors sell features, not outcomes. Consultants deliver slides. The result is an AI initiative that looks busy on a quarterly review and changes nothing on the P&L.

White-glove Ai is the alternative. We don't advise. We embed, we build, we train your people, and we leave the system running.

(How we work)

Four phases. No six-month discovery.

Phase 01

Operational audit

2–3 weeks

A senior engineer and an operator sit inside your business. We map workflows, interview the people doing the work, and identify the five highest-leverage AI interventions ranked by impact, speed to ship, and defensibility.

Phase 02

Prototype & prove

4–6 weeks

We build the top-ranked intervention end-to-end. Working system, real data, instrumented against a specific business metric. If it doesn't move the number, we don't move to Phase 03.

Phase 03

Scale & embed

3–6 months

Ship the remaining interventions. Integrate into production systems. Train your team alongside ours. Establish ownership, observability, and a playbook for the next wave — led by your people.

Phase 04

Hand-off

Ongoing

We hand the system to your team with documentation, runbooks, and a quarterly check-in. Optional retained advisory for the next wave of integration. You own the upside permanently.

(Representative work)

What we ship, in plain language.

Customer operations. Triage, summarization, and response drafting across support, sales, and account management. Agents that actually resolve, not just reply.
Document & contract automation. Structured extraction from unstructured records — legal, financial, clinical, operational. Hours returned to senior people.
Forecasting & decision systems. Demand, capacity, margin, and risk models wired into the decisions they should inform, not trapped in a dashboard.
Internal copilots. Role-specific tools for underwriters, recruiters, operators — designed around the actual workflow, not the marketing persona.
Workflow orchestration. Connecting the systems of record you already own so the right data reaches the right person — or the right agent — at the right moment.

(Who this is for)

Built for the integrators.

You run an established business with real revenue, real process, and real constraints — not a greenfield AI bet.
You believe the next decade of margin belongs to operators who bring AI into legacy work, not to another vendor selling it from the outside.
You want an embedded partner accountable to a P&L number, not a quarterly invoice.
You value quiet execution over theater. If that is the brief, we are the right room.

(Start)

Bring AI into the business you already own.

We take a limited number of engagements per quarter. Every inquiry is read by Nick personally. If it is a fit, we schedule a working session — not a sales call — inside of two weeks.

Apply for White-glove Ai →