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Case StudyLogistics·AI App

How a logistics company turned an AI-built internal tool into a $40K/month product.

An operations manager built a dispatch tool with AI coding tools, and soon the whole company ran on it. When customers asked to buy it, Skillfi's fractional CTO made it secure, multi-customer and billable, then launched it with a small product team. It's how our fractional CTO service works: senior technical leadership, exactly when you need it.

Monthly software revenue
$0→$40K
18Paying customers in 8 months
99.95%Platform uptime
2 daysTo onboard a customer
01

A tool everyone loved, built for one company only.

Frustrated with spreadsheets, the company's operations manager used AI coding tools to build a dispatch app over a few weekends. Within months, 60 dispatchers ran every load through it and dispatch time fell by a third.

Partner carriers and shippers saw it and asked to buy it. But the app was built for one company: one shared database, no proper logins or user roles, no billing, no backups, and it ran on the manager's personal cloud account. Nobody on staff could safely change the code, and one bad update could stop the whole business.

60dispatchers relying on it daily
1person who understood the code
0backups, tests or billing

Customers were asking to pay us for it, and I was scared to touch a single line of code.

Head of Operations, client
02

Keep what works, fix what's risky, then build the product around it.

Our fractional CTO chose to strengthen the existing app rather than start over, so dispatchers never lost a day. Pricing and the launch plan were shaped with fractional GTM support.

Secure

From personal project to safe system

A full code and security audit, the app moved to company-owned hosting, secrets removed from the code, plus backups, monitoring and tests on the critical flows.

Productise

Many customers, one platform

Rebuilt so each customer's data is fully separate, with company logins, user roles, subscription billing and a self-service onboarding flow.

Launch

A small team to run it

A product manager and three developers hired, the operations manager made product lead, and code review in place so AI-written code is checked before it ships.

The Engagement

8 months, step by step

From a single-company tool to a product with paying customers. Here's how the engagement unfolded.

  1. Month 1

    Code & security audit

    Every risk mapped, the urgent fixes made and a plan agreed to improve the app without a rewrite.

    23 risks fixed
  2. Month 2–3

    Solid foundation

    Company-owned hosting, backups, monitoring and tests, with each customer's data separated in one shared platform.

    Multi-customer ready
  3. Month 3–4

    Product features

    Company logins, user roles, subscription billing, onboarding and a support desk built in.

    Billing live
  4. Month 4–5

    Pilot customers

    Three partner carriers onboarded, with weekly feedback shaping the roadmap and pricing.

    3 pilots
  5. Month 5–6

    Team & launch

    Product manager and three developers hired, release process set up and the product launched publicly.

    Team of 5
  6. Month 7–8

    Growth

    New customers onboarded in days, with the product now run as its own business line.

    18 customers
Inside the Platform

From internal tool to product

The four layers our fractional CTO added, without slowing down the dispatchers who use it every day.

FoundationPlatform

Safe and reliable

  • Company-owned hosting
  • Backups & monitoring
  • Tests on key flows
AccessSecurity

Every customer separate

  • Separate customer data
  • Company logins
  • User roles & permissions
RevenueBilling

Ready to sell

  • Subscription plans
  • Automated billing
  • Self-service onboarding
OperateTeam

Run like a product

  • Product team & roadmap
  • Code review for AI code
  • Customer support desk
Every month: Technology reviewReliability, security, costs and the roadmap reviewed with leadership each month, so the product grows without new risks.
Month 1 · Audit done Month 4 · Billing live Month 8 · $40K/month
The Results

Eight months after the audit

Days to onboard a new customer

First pilot, manual setup21 days
Self-service onboarding2 days
0510152025

Which is what let the product grow to 18 customers without a big team.

Paying customers0→18
Monthly software revenue$0→$40K
Platform uptime—→99.95%
Security risks open23→0
People who can maintain it1→5
CE

We had a great idea built in a risky way. Skillfi's fractional CTO kept everything our team loved, made it safe and turned it into a product that now earns its own revenue.

CEO, client
Your Turn

Built something with AI that's outgrown its foundations?

Our fractional CTO will audit what you've built, make it secure and scalable, and turn it into a product you can sell, without throwing away what works. Need security done right from the start? Add a fractional CISO.

What we'd build for you
  • A code & security audit
  • A secure, scalable platform
  • Billing, roles & onboarding
  • A product team & roadmap
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