No. 1
Case study · AI Products
2026
No. 1
Case study · AI Products
2026
Case study · AI Products
5 min readFrom Agency to AI Products: The Pivot Story
How I moved from running a digital agency (Lavon Global) to building AI products-and what I learned along the way.
- pivot
- agency
- ai products
- Client
- Amir Brooks
- Industry
- AI Products
- Year
- 2026
No. 2
What they needed
2026
No. 2
What they needed
2026
Plate 2
What they needed
What I was asked to fix
Manual workflows and delivery bottlenecks were slowing output and limiting scale.
No. 3
What I built
2026
No. 3
What I built
2026
Plate 3
What I built
Design + build notes
Implemented a focused AI-agent workflow with clear orchestration, quality controls, and production guardrails.
No. 4
Numbers
2026
No. 4
Numbers
2026
Plate 4
The numbers
3Tracked through delivery
- Agency → Products
- Revenue Model
- From client work to AI-powered products
- 5+
- Products Launched
- NextGame, SEOPal, AgencyOS, Resolution Tracker, more
- Weeks, not months
- Time to Ship
- AI agents accelerate the build cycle
No. 5
Results
2026
No. 5
Results
2026
Plate 5
Results
Outcomes after shipping
Delivery speed and output quality improved measurably with better consistency and lower manual overhead.
I ran a digital agency called Lavon Global. It paid the bills, built my skills, and taught me how to ship for clients. But over time, something felt off.
I wasn't building for myself. I was building for deadlines. And the work, while solid, was never truly mine.
This is the story of why I pivoted from agency work to AI products-and what it taught me about leverage, ownership, and momentum.
The Agency Years
Lavon Global was a real business. I delivered websites, brand systems, and digital experiences — deploying on platforms like Vercel. Clients got results. I got experience.
But I also learned the limits of agency work:
- Revenue ceiling: More revenue meant more projects, more people, more complexity.
- Time fragility: If I stopped, the income stopped.
- Creative dilution: I was solving other people's problems, not my own.
I was grateful for the agency. It gave me the foundation. But it also showed me the ceiling.
The Slow Realization
The pivot didn't happen in one dramatic moment. It happened quietly, over months.
I'd read about indie founders shipping products and building flywheels. I'd see people turning small tools into sustainable income. I kept asking the same question:
"Why can't I build something that pays me back while I sleep?"
At the same time, AI was accelerating. I could feel the window opening. I didn't want to miss it.
The First Product Attempts
I tried building products before. Most failed. That's normal. But those attempts taught me something important:
Building products requires a different mindset than delivering services.
Services are about execution. Products are about systems. You build once and improve forever.
I realized I had to rebuild my identity from "agency founder" to "product builder."
The Inflection Point
The real pivot happened when I saw what agents could do.
I started experimenting with OpenClaw and multi-agent workflows. Suddenly, speed was no longer tied to my hours. That changed everything.
With agents, I could:
- Ship faster
- Test ideas quickly
- Maintain multiple product lines
This unlocked a new path: building AI products at the pace of an agency, but with product economics.
Why AI Products Made Sense
I chose AI products because they aligned with my strengths and the market reality:
- I already knew how to ship digital experiences
- AI lowered the cost of experimentation (tools like Claude from Anthropic and OpenAI's models)
- The market was moving fast-speed mattered
Most importantly, AI products could scale without multiplying my workload.
The 10K MRR Experiment
To make the pivot real, I set a concrete goal: $10K MRR through AI products. The full week-one story is in 10K MRR Experiment - Week 1 Retrospective.
This wasn't a vague ambition. It was a forcing function. It made me build systems, not just features.
The experiment has three core products:
- Personality marketplace
- Prompt duels
- Bounty marketplace
Each one is a bet. Each one teaches me something about product, distribution, and automation.
What Changed in My Day-to-Day
The shift from agency to product changed how I work.
Before
- Client calls all day
- Projects defined by scope documents
- Revenue tied to hours
Now
- Agent briefs and build reviews on GitHub
- Product experiments and user feedback
- Revenue tied to product adoption
It's a different kind of pressure. But it's pressure that compounds, not pressure that resets every month.
Lessons From the Pivot
Here are the lessons I wish I'd known earlier:
1. Ownership changes everything
When you own the product, every improvement compounds.
2. Time is the real enemy
The agency teaches you to trade time for money. Products teach you to trade systems for outcomes.
3. Distribution matters more than perfection
The best product doesn't win. The most visible product does.
4. AI is leverage, not a shortcut
Agents don't replace the founder. They multiply the founder.
5. You have to become a director
The best skill I learned in agency work was direction. That skill now powers my product workflow.
The Emotional Side
Pivoting wasn't just a strategy decision. It was identity work.
Letting go of the agency meant letting go of certainty. I was good at client work. I knew how to win there. Products were riskier.
But the moment I shipped my first product iteration with agents working overnight, I knew I couldn't go back.
It felt like the future had arrived. If you're wondering why every business needs to make this shift, I wrote Every Business Needs an AI Agent Strategy.
If You're Considering the Same Move
Here's my advice if you're thinking about pivoting from services to products:
- Run a small experiment first
- Set a concrete revenue target
- Build systems early
- Expect an identity shift
- Give yourself time to grow into the new role
You don't have to burn the agency down. But you do have to build something that can outlive it. If you're a business owner navigating this shift, the AI for Small Business course walks through the practical workflows that make it work.
Final Reflection
Lavon Global gave me the foundation. AI products gave me the future.
The pivot isn't over. It's still unfolding. But I'm no longer building for someone else's deadline. I'm building for my own vision.
That shift—more than any tool or strategy—is what changed everything. If you're navigating a similar transition, the AI for Small Business course covers the playbook I wish I'd had. The model I use now is detailed in Renaming Sprints to Agentic Development.
No. 6
Read another story
2026
No. 6
Read another story
2026
Plate 6
Read another story
Related plates
No. 1
Case study · AI Products
Case Study: 3 AI Agent Apps in One Day
No. 2
Case study · AI Products
AI Agent Cost Breakdown: Real Numbers From the 10K MRR Experiment
Next step
Start one.
I take on two or three projects a month. Tell me what you need.