Reducing operational work with AI-assisted workflows
Redesigned a manual, document-heavy operational workflow using AI assistance, deterministic validation and human review.
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Product Manager · Berlin, Germany
Nearly 3 years in product across AI-assisted workflows, search and discovery, analytics and multi-stakeholder HR Tech. I take ambiguous problems from discovery and technical prototyping through launch, measurement and iteration.

Selected outcomes
25 min → 3–5 min
Measured product evidence
0→1 analytics product
Internal evaluation across the validated query set
Three professional product stories showing what I owned, the decisions I made and what changed after launch.
Redesigned a manual, document-heavy operational workflow using AI assistance, deterministic validation and human review.
Turned fragmented operational data into a decision-support experience that helped teams understand performance, bottlenecks and where attention was required.
Defined and evaluated product behaviour for AI-assisted discovery, turning broad expectations of relevance and correctness into repeatable product-quality criteria.
The case studies go deeper into the problem, constraints, trade-offs, technical collaboration and outcomes.