Fateh Bhoi Fatehfree

Delivering specialized AI training data services for international clients in food delivery, oil & energy, media, and real estate sectors.

• • Annotate, label, and categorize large-scale datasets (text, image, audio, ad content) to train and fine-tune ML/AI models for global clients

• • Conduct RLHF-style evaluations - rating, ranking, and grading AI-generated outputs to improve model quality and alignment

• • Perform search relevance grading: assessing query-result pairs for accuracy, contextual fit, and usefulness

• • Evaluate and validate map/geo data including business listings, POI accuracy, and location data completeness

• • Classify and tag advertisements across print, digital, TV, and podcast formats for media AI training projects

• • Manage end-to-end data workflows from extraction and collection through QA, mapping, and delivery

• • Collaborate with international project teams across different time zones, meeting strict accuracy and deadline benchmarks

I worked as a Arcgate for four years, ensuring high standards of data quality across multiple projects. I reviewed and validated large volumes of data, identified issues, and helped improve processes. I also prepared reports and trained junior team members to maintain quality benchmarks.

• • Reviewed and validated thousands of data records daily across text, image, and business data annotation projects

• • Ensured data accuracy, consistency, and completeness before final submission to clients - consistently achieving quality scores

• • Identified workflow bottlenecks and contributed process improvements that boosted team efficiency and accuracy

• • Trained and mentored junior annotators on quality standards, annotation guidelines, and best practices

• • Prepared daily/weekly quality summary reports and submitted to project supervisors

• • Resolved complex data edge cases quickly to meet project SLAs and quality benchmarks

I worked as a Research Analyst at Arcgate for two years, focusing on lead generation and business data research. I researched, extracted, collected, and standardized data from multiple sources to meet project requirements. I ensured data accuracy and completeness before final delivery.

• • Researched, extracted, and standardized large volumes of business data and leads across multiple source types

• • Collected and annotated media content including advertisements across print, online, TV, and podcast formats

• • Ensured completeness, consistency, and accuracy of all datasets prior to client delivery

• • Met high-throughput production targets while maintaining quality thresholds