Hi Adam,
When Microsoft rebuilt its internal finance systems with AI, the hard part wasn’t choosing a model.
It was designing a system that people could actually trust in production.
In a case study published by EY, Microsoft’s finance organization consolidated decades of institutional knowledge into AI-driven applications that could reason over trusted data, automate complex workflows, and support real operational decisions. They relied on RAG to keep outputs grounded, and they treated cost control, security, and reliability as architectural concerns from day one.
The takeaway isn’t that AI was added successfully.
It’s that AI was designed as part of the system.
That distinction is where many AI applications quietly break down. Early prototypes work. Then usage grows. Costs drift. Agent workflows become harder to reason about. Security assumptions stop holding. The system still runs, but confidence in it slowly erodes.
This is what the AIDD team has been building toward throughout the AI-Driven Development (AIDD) Masterclass. The new flagship course brings everything together into one opinionated system and one day-to-day workflow for shipping in production.
Waitlist for the course “Ship Faster with AI Dev Workflows” is open
This course is the heart of AIDD, and you’ll be able to take it as a standalone course.
It is not a collection of AI tips. It is an opinionated SDLC workflow for web development where AI is part of the way you work every day.
You will use it when you start a feature, when you touch a legacy codebase, when you debug, when you review a PR, when you ship, and when you keep the system reliable after launch.
We think this is where the industry is headed. Teams will not “add AI” to their apps. They will build software with AI as a normal part of the development loop and the product itself.
If you join the waitlist, you’ll be notified as soon as enrollment opens and secure the lowest launch price.
You will also be registered for a live kickoff workshop where the AIDD team will walk through the workflow and the core architecture, so you can see how the whole system fits together.
If AI is already part of what everyone is building, this course is how you make it part of how you build.
See you inside,
Maria
vueschool.io
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