Enterprise AI · Product · Architecture · Controlled Production
Enterprise AI products for regulated operations.
I’m Vadim Vladymtsev, CTO at StackLevel Group. I work across product, architecture and engineering to help enterprise AI initiatives move from use-case selection to governed production.
Current mandate
Product and architecture for governed enterprise AI.
Enterprise AI becomes useful only when the product, data access, controls, ownership and delivery system work together. My focus is the operating layer around the model: what the system is allowed to do, how it is evaluated, how users adopt it, and how it remains observable in production.
Relevance
Where this experience is useful.
Regulated organisations
When a priority AI use case needs architecture, controls, ownership and a credible path beyond pilot stage.
Scope a governed deployment →Investors
When an AI company’s product, data, architecture, team and deployment claims need technical assessment before a decision.
Review the diligence framework →Founders and executives
When product, architecture, roadmap and engineering delivery have diverged and a CTO-level diagnosis is needed.
Request a CTO diagnostic →For speaking and expert commentary, see the public-work archive.
Product depth
Century: an operating layer for private enterprise AI.
Century brings assistants, workflows, governed data access, audit, observability and deployment control into one enterprise product surface.
Trust
Selected public work.
Finance Mail.ru · New AI roles
Quotation as CTO at StackLevel Group · 11 January 2026.
Vaiti · Escaping pilot hell
Authored article on enterprise AI adoption · 2 March 2026.
IT-Security programme
StackLevel Group representative in a presidium discussion · 18 March 2026.
M.AI.N AI Community
Organiser record listing CTO role for practical AI technologies for business · 30 April 2026.
Next step
Start with the decision that needs to be made.
Share the organisation, current constraint, decision timeline and stakeholders involved. Do not include confidential data in the first message.