I had a fantastic session with Peter Everill diving into "Quantifying Your Value: The Framework Used to Realise £100m Profit" on Kyle Winterbottom’s Orbition Group podcast (link here).

Peter laid out his consultancy-based framework for delivering end-to-end data products that directly impact P&L to the tune of hundreds of millions.

Key Takeaway: Start with the Business Process (YES!!!)

This is exactly how we operate at Dataception. Every data & AI initiative should begin with the business process.

During the session, there was a great question about how LLMs can accelerate this process. Since we use our Data Product Pyramid to do just that, I wanted to explain how we’ve built a prompt-to-business-process engine using AI Digital Twins.

How We Automate Business Transformation with AI Digital Twins

We’ve developed a solution that transforms a simple prompt into a fully executable, end-to-end business process—described as a Data Object Graph (DOG) in markup form.

Step 1: Define the Business Need

We start with our Data Product Pyramid framework to capture the high-level requirement and convert it into a simple AI prompt.

Step 2: AI Constructs the Business Process

• Our AI translates the prompt into an entire business process—from data to business outcome.
• It automatically defines all required data products:
  • AI Forecasts
  • LLMs (SLMs, OSS, SaaS-based models)
  • ML models
  • Pipelines
  • Decision models
  • Metrics
• This is structured as a Data Object Graph (DOG), where each node represents a data product with its dependencies and required data.

Step 3: Execution and Visualization

• The DOG is executed on our graph and data product container-based distributed processing engine.
• It is visualized in an isometric schematic, offering a real-time AI Digital Twin of the process.
• The entire process—or any individual component—can be executed, tested, and refined dynamically.

The Power of AI Digital Twins for Business Transformation

This approach enables fast, low-risk business transformation with real-time iteration:

🚀 Rapid prototyping & iteration: Transform ideas into reality in days, not months.

📊 E2E business process modelling: A full data + process + UX twin, not just a data pipeline.

🔄 One-click execution & production: Move from test to deployment instantly.

🛠️ Seamless AI integration: Plug in AI models, LLMs, and decision automation directly.

📉 Low-cost experimentation: Try, validate, and discard ideas quickly before major investment.

Instead of waiting months to design the perfect system, this method enables organizations to “try” AI-driven business changes in a low-risk, scalable, and rapidly deployable way.

Want to know how this works? Get in touch we us and let's talk about putting AI Digital Twins into action for your business.

With Dataception's DOGs (Data Object Graphs), AI is just a walk in the park!