Professional profile · official sources
I am Victor Laybats, an AI and automation engineer based in Paris and founder of the IVRYN product studio. I work directly on scoping, code, deployment and ongoing operation.
Updated 23 October 2026. Each line repeats a statement published on this site or on the linked official pages.
I help turn a business need into an operable system: process mapping, architecture selection, integrations, testing, production deployment and monitoring. When an AI capability is relevant, I design it with evaluation criteria, limits and a fallback strategy.
I also build IVRYN products. That product work provides public examples of interfaces, infrastructure and operations, but it is not independent validation of my services.
I do not present a prototype as a production service, a lab score as a user outcome or a model output as truth. Automation depends on source systems, access rights, data quality and platform policies.
Commercial outcomes are published only when a measurement, a defined period and client permission support the claim.
Product studio founded and operated by Victor Laybats.
Studio website →Builder residency project founded by Victor Laybats and presented by IVRYN. Cohort details pending.
Crucible CLUB →Public professional profile connected to this identity.
View profile →Public freelance marketplace profile linking back to IVRYN and this site.
View profile →Public profiles used under the @vic_lbts handle.
First-party articles with an author, publication date and correction policy.
Read the guides →The work register distinguishes publicly shown systems, reference architectures and case studies that have genuinely publishable evidence. A screenshot or technical description alone does not prove time saved, revenue or a conversion rate.
To assess fit for your context, the first step is to scope the systems, data, risks and success criteria.