AI Trainer producing training data for production AI models — video annotation and caption verification at a 100% quality score. Eight years in QA, trust & safety, and game testing before that. Precise by habit, calm under pressure.
The short version of a long career.
Where I've worked and what I did there.
Producing training data for production AI models — video data annotation and caption verification (1,170+ tasks at a 100% quality score), adjudicating ambiguous cases against project guidelines.
Recorded and submitted gameplay footage and telemetry to train game-playing AI — 59/59 submissions approved — plus gameplay bug documentation with reproduction evidence.
Quality analysis and content review in a high-volume operations environment. Detail-driven rating work where consistency and judgment call the shots.
Content moderation for a global platform — reviewing flagged material against policy, handling high-throughput queues while keeping accuracy high.
Operations and process work in an enterprise services environment — the foundation years: discipline, process adherence, and working at scale.
What I bring to the table.
Policy enforcement, review queues, and handling sensitive material with a steady hand.
Rating, auditing, and calibration work where precision matters more than speed.
micro1-certified. Video annotation, data review, and evaluation for AI training.
1,170+ verification tasks at a 100% quality score — consistent, guideline-true judgment at volume.
Policy judgment, edge cases, and keeping platforms safe without overreach.
High-throughput text work without sacrificing correctness.
Lifelong PC gamer with deep knowledge across almost every genre — mechanics, systems, and meta.
Breaking down gameplay systems, balance, and player experience — for testing, annotation, and review work.
Directing AI agents that design, write, and ship websites — from prompt to published page.
Working with AI agents that turn ideas and scripts into animation and motion content.
Using research agents that gather, verify, and synthesize information at scale.
Hands-on with QA agents that test, review, and evaluate output quality systematically.
Spotting what others miss — in guidelines, in data, in edge cases.
Full professional fluency, written and spoken. English-first work only.
Milestones worth mentioning.
Producing AI training data on contract: 1,170+ caption-verification tasks submitted at a 100% quality score.
Awarded Employee of the Month nine times across organizations — consistent top-tier performance.
Certified for AI data annotation work: video annotation, data review, and evaluation tasks for training AI systems.
Active contributor with a note rated "Helpful" and seen by 3,100+ people — public-interest fact-checking at scale.
Continuous salaried career across Wipro, TaskUs, and Billgosling — enterprise process, platform moderation, and quality analysis.
Certified in Game and Interactive Media Design from Delhi Technological University — formal training in game development and game testing.
Collaborated with a team of 32 in the development of Ubisoft mobile game titles — shipping real games with real players.
Identified and documented 450+ critical bugs across 3 major mobile game releases, reducing post-launch issues by 68%.
Bug verification accuracy of 99.7% — consistently 16% above the team average across game testing sprints.
Remote freelance and contract work, worldwide.
The fastest way to reach me.