Across multiple AI training platforms, I evaluate and rank Bangla-English AI responses for accuracy, grammar, tone, and instruction-following. I also compare paired speech-to-speech responses, evaluate text-to-speech output, and contribute to multimodal agent training.
At Bangla Lens, I produce Bengali explainers from international reporting and official statements, and review AI-drafted scripts for factual, grammar, and tone errors. My journalism work supports a source-first approach, while my digital marketing consulting includes Google Ads campaigns, GA4 measurement, and conversion tracking.
