Sterling Pratt AI systems for owner-operated companies

Sterling Pratt LLC


No pilots. The first build goes into daily use.

Sterling Pratt puts AI to work inside owner-operated companies. Executive and staff assistants, operating dashboards, and internal applications, built on your own documents, numbers, and playbooks. One operator, not an agency.

Full P&L responsibility across four operating entities · 13 years in institutional finance and data infrastructure · MBA, Rutgers

The constraint


The bottleneck is you, and you already know which day it lands on.

Owner-operated companies rarely stall on strategy. They stall because the one person who can answer the question is the same person who has to close the books, approve the invoices, and rebuild the same report every Monday.

The numbers already exist. Every entity has its own books, its own system, and its own person who knows where things are kept. Pulling those into one honest view is a multi-day job, and it lands on the owner because there is nobody else it can land on.

What it looks like from the inside

  • You are the only person who can answer a question about last month
  • The close takes days, and it takes them from you
  • Each entity reports in a different format, reconciled by hand
  • New staff take months to learn what lives in one person's head
  • The report you need most is the one nobody has time to rebuild

What gets built


Built on your books, not a demo.

Four kinds of system. Which of them you actually need is what the diagnostic decides — and sometimes the answer is none of them.

01

Executive and staff assistants

An assistant that has read your operating agreements, vendor contracts, close checklist, and last year's numbers. Staff ask it before they ask you, and it answers in your naming, not a vendor's.

Replaces
The question only you can answer
02

Operating dashboards

One view across every entity: same definitions, same period, same place. Refreshed on a schedule, so nobody rebuilds it and nobody argues about whose number is right.

Replaces
The Monday spreadsheet rebuilt from four exports
03

Close, reporting, and approval workflows

The month-end sequence written down first, then automated where automation is safe. Approvals routed, exceptions surfaced, and the judgement calls left with the people who should be making them.

Replaces
Days of chasing, checking, and re-keying
04

Internal applications

Small tools your team runs without me — intake, tracking, reporting. Built to your naming and handed over with the code, the prompts, and a runbook.

Replaces
The spreadsheet nobody else can open

Track record


A number beats an adjective.

In the operating seat

4 → 1Days to close the books, family enterprise, six weeks into the build
4 entitiesRestaurants, real estate, private lending, and car washes on one set of numbers
$2,940,118First-year revenue, multi-site operator, built from zero
40+Staff recruited, trained, and led under full P&L responsibility

Before that, institutional finance

Why the numbers can be trusted with your books

$500M+New institutional custody mandates generated at Anchorage Digital
$1B+Institutional trading-volume book managed at Bitstamp
$25M+Raised from institutional LPs, family offices, and crypto-native HNW
13 yearsInstitutional finance, market infrastructure, and data products

Figures from roles at Sterling Pratt LLC, Anchorage Digital, Bitstamp, Kraken, and Amelyore Digital Assets Fund. Detail available on request.

How an engagement runs


The playbook outlasts the engagement.

01

Diagnostic

I sit in the business, read the books, and come back with the systems worth building — and the ones that are not.

Scope
Interviews, systems audit, written recommendation
02

Build

The first system goes into daily use before the second one starts. Your numbers, your documents, your naming.

Scope
One system live, then the next in priority order
03

Handover

The playbook, the prompts, and the runbook are yours. Your people keep the judgement. The assistant keeps the paperwork.

Scope
Written playbook, training, and post-launch support

Scope, price, and length are set per engagement. No packages, no retainer you stop noticing.

What I will tell you before you hire me

If the answer is a spreadsheet and a clear owner, I will say so and the engagement ends at the diagnostic. Most back-office problems are not AI problems. The ones that are, are worth building properly.

Fit


Who this works for, and who it does not.

Worth a call

  • You own or run the business and still make the decisions
  • More than one entity, or more than one set of books
  • The back office is the constraint, not the sales line
  • You want to own the system afterwards rather than rent it

Probably not

  • You want a pilot to show a board
  • You are shopping on hourly rate
  • Nobody internal will own the system after handover
  • The real answer is one clear owner and a spreadsheet

Where the experience comes from


Institutional finance, then the operating seat.

FirmRoleYears
DWF LabsHead of Business Development, OTC2026–
SunscreenHead of Investor Relations & BD2024–2025
Amelyore Digital Assets FundHead of IR & BD · Research Analyst & PM2020–2024
Anchorage DigitalBusiness Development, Institutional Sales2022–2023
BitstampBusiness Development, Strategic Partnerships2019–2021
KrakenBusiness Development, Institutional Sales2018–2019
Sterling Pratt LLCFounder, multi-site operator2015–2018
Diversified Trust CompanySenior Associate, Strategy & Operations2013–2015

About


I ran the P&L before I built the dashboard.

Sterling Pratt is the advisory practice of Ryan Sterling Spencer, in St. George, Utah. It puts AI to work inside owner-operated, multi-entity companies: executive and staff assistants, operating dashboards, and internal applications built on the company's own documents, numbers, and playbooks. Before that he ran multi-site consumer businesses with full P&L responsibility and spent thirteen years in institutional finance and data infrastructure.

The name comes from the .925 sterling standard. British silver was certified by small punched marks struck into the metal — a maker's mark and a standard mark, read as a sequence. That is an accurate description of the work: a small mark that certifies something meets a standard.

Ryan Sterling Spencer, founder of Sterling Pratt
Ryan Sterling Spencer, founder. St. George, Utah.

Contact


Thirty minutes, and I will tell you if there is a build here.

Bring one problem you already know is costing you time. I will tell you on the call whether it is worth a diagnostic, and what it would take.

Funds and family offices: I also take operating work — LP reporting, investor-relations workflows, and research infrastructure. It is not what this practice leads with, but it is available. Ask on the call.