Designing an AI Roadmap That Drives Business Outcomes — Not Just Cool Experiments
- 16/06/2025
- AI
Last year, I sat in a meeting where an executive proudly declared: “We’ve trained an AI model to detect if a voice recording contains… sarcasm.”
Everyone clapped.
The CTO looked proud.
The CFO looked like he’d just bitten a lemon.
Why?
Because this very impressive AI experiment…
…was costing the company $27,000 a month.
And it didn’t help close a single deal. ????
We’re now in the age where every company wants AI — but not every company knows why. Or how.
They know they want “AI in the strategy deck,” but can’t explain what the AI will actually do (besides generating abstract thought leadership on LinkedIn).
I call this: The “Proof of Concept Purgatory.”
It’s where ideas go to endlessly demo, never ship.
Here’s what happens:
You start with enthusiasm:”Let’s use AI to solve something!”
But somewhere between week 4 and week 40, you realize:
- You’ve hired a team of prompt engineers
- You’ve paid for 3 cloud GPUs
- You’ve built a chatbot that explains your privacy policy
…And somehow, nothing in your business has changed. ????
So — how do you escape this trap?
You stop thinking like a lab. And start thinking like a business.
Because real AI roadmaps aren’t built around models.
They’re built around problems. Pain points. Bottlenecks. Lost money. Missed deals.
Let me tell you about one client — a small mortgage brokerage.
They didn’t say, “We want AI.”
They said, “Our team is drowning in unqualified leads. 70% of the people who book calls aren’t even eligible.”
Within 3 weeks, we built a simple AI lead screener that:
- Asked a few smart questions
- Scored the lead in real time
- Sent qualified prospects directly to the broker’s calendar
They didn’t hire a PhD.
They didn’t need an internal AI team.
They just solved a € 200K-a-year problem — with a single GPT-4-powered bot. ????????
#AIForBusiness #DigitalTransformation #BusinessStrategy #GPT4 #ArtificialIntelligence #AIImplementation #TechLeadership #SaaS #B2BMarketing #ProcessAutomation #InnovationStrategy #LLM

