FOUNDER'S EXPERIENCE
From product labels to structured data.
AI-assisted extraction and validation turned product labels into structured information.
Selected projects from the founder's professional experience, completed outside ShadowThread. Organizations and identifying details are omitted for confidentiality. Results are approximate where indicated.
products processed per day
Previous manual workload equivalent
The challenge
Teams manually read product label images and entered ingredient and nutrition information across multiple markets.
The solution
I developed an AI-assisted extraction workflow with orchestration and structured validation, including testing, refinement and go-live review.
The outcomes
The workflow processed ~50 products per day; the previous manual workload was equivalent to approximately 2 FTE. Validation remained necessary.
What this demonstrates
Practical AI-assisted extraction, orchestration, validation and responsible deployment.