Product Manager
Certif-ID International GmbH · Berlin, Germany
- Led product ownership for an AI-assisted operational workflow from discovery and POC through production, reducing typical handling time from 25 minutes to 3–5 minutes and processing 510 assisted records.
- Led a 0→1 product analytics initiative after identifying an unowned decision-visibility gap, defining 75 validated metrics and structuring operational views around user decisions.
- Defined human-in-the-loop AI behaviour, validation principles, exception handling and recovery paths for ambiguous operational cases.
- Worked with the CEO, Head of Product, Engineering, Data, Design and customer-facing teams using SQL, Figma, technical prototypes and production-like data to move ambiguous problems toward shipped products.