New Practice · AI + Business Systems
// FIG I / AI + BUSINESS SYSTEMS

Find where the business is leaking. Then fix the simplest thing first.

Practical systems for service businesses. AI when it helps, not by default.

Missed calls. Estimates nobody follows up on. Repeat customers nobody remembers to contact. Manual work that eats the week. I work inside the business to find where time, money and opportunity slip away, then fix the simplest thing first. Sometimes that’s AI. Sometimes it’s automation. Sometimes it’s a better form, a reminder, or one person who owns the follow up.

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Field Notes  //  001 Sean Goes North

Most AI consultants
start with the technology. I start with the problem.

You can’t automate a business you don’t understand.

Before recommending software, agents, or automations, I learn how information actually moves through the organization:

  1. 01How customers arrive.
  2. 02How employees work.
  3. 03What gets entered twice.
  4. 04What lives inside someone’s head.
  5. 05Where opportunities disappear.
  6. 06Where technology can create real value.
Sean Sullivan taking notes alongside an HVAC technician on a commercial rooftop
Field Operations / HVAC People, processes, information
AI + Business Systems 01 / 06
// FIG III / EMBEDDED DISCOVERY
01 / Embed

I go inside the business.

Not from a Zoom call. Not from a spreadsheet someone exported for me. I’ve spent 15+ years as a producer getting inside complicated operations, crews, vendors, budgets, schedules, and making them run. Embedded discovery applies that same instinct to your company. Depending on the business, it looks like this:

A /

Field

Ride with crews. Watch the service get delivered. Understand what actually happens at the customer’s door, and what never gets written down.

B /

Office

Sit with dispatch, administration and customer service. See where the phone rings and where the information goes after that.

C /

Leadership

Understand how ownership makes decisions, what it watches, and where the institutional knowledge of the company really lives.

D /

Customer

Follow the business the way a customer experiences it, from the first call to the next one. Every handoff. Every gap.

E /

Systems

CRM, field software, spreadsheets, email, phones, website, data and whatever automations already exist. What’s connected, what isn’t, and what nobody trusts.

This isn’t observation for observation’s sake. It’s a search for leaks.

  • Missed calls that never become jobs
  • Estimates sent and never followed up
  • Maintenance customers nobody reminds
  • Equipment history in a notebook or a tech’s head
  • Past customers who quietly disappear
  • A website that looks fine and captures nothing
  • Admin work that eats the week
// FIG IV / THE METHOD

The technology follows the problem.

It starts with a Revenue Leak Audit: find the leak, understand the evidence, fix the simplest thing first, measure whether it worked. Nothing gets built until the business has been understood, and nothing is called finished until it’s been measured.

  1. Embed

    Learn how the company actually operates, on site, in the trucks, at the desks.

  2. Map

    Map the customer, information and revenue flows. Find the leaks, and the evidence behind them.

  3. Design

    Pick the simplest fix. Decide what should stay human and what technology should handle.

  4. Implement

    Build it around the existing operation. A process, an automation, or AI where it earns its place.

  5. Grow

    Put the systems to work across acquisition, retention and customer value.

  6. Measure

    Check whether it actually got better, and keep what works.

Step three is the one most people skip. Deciding what shouldn’t be automated is half the job.

See the Engagement ↓
// FIG V / WHAT GETS BUILT

The audit determines what we build.

This isn’t a menu. No engagement uses all of it, and none of it gets sold before discovery. Plenty of fixes are smaller than anything here: a better form, a reminder, a shared spreadsheet, a clear owner. These are the bigger systems that come out the other side, chosen because the business needed them.

→ Operate

AI Agents

Practical AI built around real workflows, not demos.

→ Operate

Automation

Reduce repetitive work and connect disconnected processes.

→ Operate

Internal Knowledge

Capture what currently lives only inside employees’ heads.

→ Know

Customer Intelligence

Turn years of customer history into structured, useful information.

→ Know

CRM + Data

A customer system that becomes more valuable every year it runs.

→ Know

Digital Infrastructure

Website, analytics, forms, integrations and lead capture that talk to each other.

→ Grow

Lead Systems

Capture, route, track and follow up on every opportunity.

→ Grow

Growth Automation

Reactivation, estimate follow up, referrals, reviews and customer communication.

→ Grow

Content Systems

Turn the expertise inside the company into content customers actually use.

The business determines the stack.

// Not the other way around.

// FIG VI / THE ENGAGEMENT

Find one leak. Fix it. Then decide.

Every engagement starts the same way: a Revenue Leak Audit to find where the business is losing time, money or opportunity. We fix the first problem that matters. If there’s more worth doing, we keep going. If not, you keep the fix.

Start Here

Revenue Leak Audit

Time inside the business to find where it’s losing time, money or opportunity, understand why, and agree on the one problem worth fixing first. Scoped to the business, not a package.

Then

Focused Implementation

Build the simplest thing that solves it. A better process, an automation, a form that reaches the right person, or AI where it earns its place. Then measure whether it actually got better.

Optional

Embedded Systems Partnership

For businesses that want to keep going. A longer embedded stretch, often around six months, working through the next leaks in order of value. Field, office, customers and systems, one fix at a time.

// Every engagement is scoped after a first conversation. Limited availability, this is hands on work.

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// FIG VII / FIELD STUDY 001
Field Study 001 / HVAC / In Progress

Inside a multigenerational HVAC business.

Active field work inside a working HVAC company. Riding along with technicians, sitting with the office, and tracing where calls, estimates, maintenance customers and equipment knowledge slip through. This is where the Revenue Leak Audit is being tested and refined.

Documented as it happens. The company stays unnamed, and results get published only once they’ve been measured. No numbers until they’re real.

Case Study Coming Soon

Report Index

  1. 01 BeforePending
  2. 02 InterventionPending
  3. 03 Systems BuiltPending
  4. 04 ResultsPending
  5. 05 Revenue ImpactPending
  6. 06 Time SavedPending
  7. 07 Customer AcquisitionPending
  8. 08 ReactivationPending
  9. 09 LessonsPending
// FIG VIII / THE HUMAN ELEMENT

Don’t erase 50 years of knowledge. Build on it.

Established companies carry enormous knowledge, in the founders, in the crew that’s been there twenty years, in customer relationships that go back generations.

AI isn’t the hero here. The business and its people are. The job is to capture that knowledge and amplify it, not bulldoze it with software.

It matters most when a company is passing from founder led to the next generation, when what one person knows needs to become something the whole company can use.

// FIG IX / START HERE

The goal isn’t more technology.
It’s a business that works better.

Tell me where work is slipping through the cracks. We’ll start there, with the simplest thing that fixes it.

Start a Conversation →

// Typical response: within 24 hours on weekdays.