At EchoLabs & Silencio, I reviewed AI annotations across audio, video, and text datasets to support model training. I validated transcriptions, tagged audio, and compared outputs against project guidelines.
At GrapeData & Respondent.io, I evaluated and annotated AI training data, checking content for inconsistencies and supporting data reliability. Earlier, I produced and analyzed digital media content at KU Tv.

