How Legacy Businesses Can Move Past AI Hype and Focus on Real Data Impact with SLASOG
- Nicholas Kuhne
- 1 day ago
- 3 min read
🚫 The AI Buzzword Trap
Before ChatGPT, few people in business were even saying "AI" out loud. Now, it's slapped onto everything—often without meaning a thing.
In this episode of From Startup to Wunderbrand, I sit down with Ritavan, data strategist and author of Data Impact, who makes a bold claim: “If you're writing a book from first principles, you can't even use the letters A-I. It's become meaningless.”
Legacy businesses—those that weren’t born as tech startups—are often the ones most at risk of being seduced by shiny, overpromised AI solutions. But Ritavan’s take? Most of it’s just marketing dressed up as innovation.
🧠 Who Is Ritavan?
Ritavan is no ordinary tech author. He’s a multilingual, battle-tested CTO with over a decade in the data trenches. From academic machine learning to transforming legacy systems, he’s seen how easily businesses fall for the bait-and-switch tactics of modern AI sales.
He’s also developed the SLASOG framework: a strategic, 6-part playbook that helps legacy businesses Save, Leverage, Align, Simplify, Optimise, and Grow with data—without the fluff.
💡 90% of Digital Transformations Fail. Here’s Why.
One of the most staggering insights from the conversation? According to a meta-study by IMD Business School, 87.5% of digital transformation efforts fail.
Why? Because most of them jump into tech before fully understanding:
What business value they're really delivering
How to move from consumer to producer of data value
The long-term costs hidden in trendy tools
Ritavan warns: “If you’re being pitched an all-in-one solution, be careful—there’s a good chance it’s designed to benefit the vendor and not your customers.”
📉 AI Without Strategy = Expensive Guesswork
Every few years, the definition of AI changes. First it was rule-based systems, then deep learning, then reinforcement learning. Today? LLMs are the hot ticket. But legacy businesses can’t afford to bet on whichever acronym is trending.
As Ritavan puts it: “Tools change. Value creation doesn’t.”
Instead of chasing trends, legacy firms should focus on data impact—measurable outcomes, not magic words.
✨ Pro tip: Take Ritavan’s free diagnostic assessment to see how your company stacks up against SLASOG principles.
🔧 What Is the SLASOG Framework?
Here’s how legacy businesses can flip the odds and unlock meaningful, sustainable value from their data:
Save – Avoid expensive mistakes by skipping what doesn’t work
Leverage – Use existing assets and infrastructure as strengths
Align – Connect tech efforts with real business goals
Simplify – Eliminate complexity that slows teams down
Optimise – Refine what's already working before adding new layers
Grow – Scale only when the foundation is strong
This isn’t just theory. Ritavan has applied SLASOG across industries—from real estate to logistics—and it works because it’s grounded in reality, not hype.
🏹 From Hunter-Gatherers to Algorithms
One of the most fascinating parts of the interview? Ritavan's analogy between prehistoric hunting methods and modern automation. (Yes, really.)
He explains how ancient tribes used traps—a primitive form of automation—to generate the majority of their food, not by chasing down mammoths.
“Automation isn’t new,” he says. “It’s just better disguised now.”
The takeaway for legacy firms? You don’t need to reinvent your business. You just need to build scalable data traps—automated, repeatable systems that work while you sleep.
🛠 Don’t Just Consume AI. Produce Value.
Most companies today are just consumers of off-the-shelf AI tools. But real transformation happens when you become a producer of value using your own data.
Ritavan’s advice:
Understand how your business creates value first
Use tools to amplify your unique advantage, not replace it
Avoid becoming just another cog in someone else’s SaaS model
It’s not about being first to adopt. It’s about being smart with what you already have.
🎯 Get the Book for Under $1
For a limited time, Data Impact is available on Kindle for just 99 cents.👉 Grab your copy here
Take the SLASOG readiness quiz to find out how much value this framework could unlock for your business before committing to the full read.
Final Word
Legacy businesses aren’t doomed. They’re just underserved. With the right mindset, frameworks, and refusal to chase hype, they can win in the data era—on their own terms.
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