Narala Ganesh

Bilingual AI Model Trainer, Content Moderator, and Multimodal QA Specialist with native-level proficiency in Telugu, strong professional English communication skills, and professional literacy in Hindi. Proven track record in reviewing, flagging, and moderating audio, picture, video, and text content as well as evaluating Large Language Models (LLMs), speech recognition systems, and computer vision datasets. Experienced in enforcing platform policies, community guidelines, and Reinforcement Learning from Human Feedback (RLHF) benchmarks, with deep familiarity in regional slang, cultural nuances, music trends, and pop culture.

AI Data Specialist & Model Evaluator (Contract) at Handshake AI (2026-10 – Present)

• Conduct side-by-side comparative assessments and content reviews of LLM outputs for regional language and multi-app reasoning tasks (Project Octahedron - Telugu).
• Evaluate, moderate, and score model trajectories across eight comparative dimensions, assessing factual accuracy, policy compliance, prompt adherence, tone, and safety boundaries.
• Identify, flag, and document harmful, inappropriate, or unauthorized outputs and author structured English analytical reports justifying quality ratings.
• Audit multi-app integrations (Google Calendar, Gmail, WhatsApp) and regional conversational nuances to prevent policy violations and hallucinations.

Multimodal AI & Video Annotation Specialist (Freelance) at Shift (MicroAGI GmbH) (2026-09 – 2026-10)

• Reviewed, segmented, and moderated multimodal video, picture, audio, and text recordings to support computer vision training and ensure compliance with platform guidelines.
• Identified, flagged, and escalated inappropriate, harmful, or sensitive visual and audio material while maintaining a 95%+ quality KPI benchmark.
• Documented and reported recurring content trends, edge-case policy risks, and quality discrepancies in user-generated media to cross-functional QA teams.
• Adhered strictly to platform security guidelines and GDPR data protection protocols when handling sensitive and non-sensitive datasets.

AI Data & Language Specialist - Telugu (Freelance) at Neevo (DefinedCrowd Corp.) (2026-07 – 2026-09)

• Completed 140+ action-based audio, text, and localization QA tasks for Indian regional datasets, reviewing voice recordings and text strings for policy compliance and accuracy.
• Validated and moderated multimodal data (audio clips, text strings, and intent classifications) to filter out offensive or non-compliant submissions and optimize NLP models.
• Verified native Andhra Pradesh/Telangana regional expressions, colloquial slang, pop-culture references, and phonetic transcriptions against strict QA benchmarks.
• Collaborated with cross-functional quality pipelines to maintain high task acceptance and KPI turnaround targets.

AI Quality Evaluator - Project Aether (Freelance) at Outlier (2026-06 – 2026-07)

• Reviewed and benchmarked multimodal picture, visual, and text responses, ensuring compliance with safety and community guidelines.
• Flagged sensitive or inaccurate visual-language content, spatial inconsistencies, and policy misalignments while writing detailed comparative reports.

Bachelor of Technology (B.Tech) in Electronics and Communication Engineering – TKR College of Engineering and Technology (TKREC) (2021-08 – 2025-08)

Intermediate (MPC) – Narayana Junior College (2019 – 2021)