On projects through Appen, Mindrift, and CrowdGen, I evaluate generative AI outputs for factual correctness and media alignment. I also annotate multimodal data, including document layouts and video actions.
As a freelance translator, transcriptionist, and QC contributor, I review and proofread Urdu datasets for AI training. My work includes applying formatting rules, segmenting speakers, and checking contributions against gold standards.

