The situation
Transaction teams need to understand whether the software and AI capabilities behind an investment case are credible and maintainable, or exposed to serious technical risk.
The specialist contribution
Dimitar contributed as lead AI architect. A specialist role and leading the whole diligence engagement are different roles.
Why this experience matters
It informs scoped architecture and AI investigation, the translation of findings into transaction implications and the need to agree wider lead-provider and specialist coverage explicitly.
The architecture lesson
Make the technical contribution and coverage as clear as the transaction question.
Dimitar Stoyanov was lead AI architect across a series of buy-side technical due diligence engagements before Sparkling was founded.
