Mohit J.

Key Skills

Software

Other

Top Subject Matter

Finance domain AI response evaluation (O2C/R2R)

Audio/TTS naturalness evaluation

Multimodal evaluation workflows

Top Data Types

Text

Audio

Image

Document

Top Task Types

Question Answering

Classification

Object Detection

Text Generation

Transcription

Data Collection

Freelancer Overview

Freelance AI Trainer (Outlier AI / Multimango) — AI response evaluation & TTS/audio quality assessment. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes CMA Intermediate, Institute of Cost Accountants of India (ICMAI) and Bachelor of Commerce, University of Rajasthan. AI-training focus includes data types such as Text, Audio, and Image and labeling workflows including Evaluation and Rating.

Labeling Experience

Freelance AI Trainer (Outlier AI / Multimango) — Image & multimodal evaluation

OtherImage

Performed image evaluation tasks within structured onboarding projects using detailed rating guidelines. Followed project-specific instructions to assess visual outputs according to provided criteria. Contributed to multimodal quality assurance through consistent human judgments. • Applied detailed image rating guidelines from task documentation • Followed structured onboarding workflows and instructions • Delivered consistent ratings for high-volume asynchronous tasks • Supported multimodal evaluation processes across projects

2025 - Present

Freelance AI Trainer (Outlier AI / Multimango) — TTS/audio quality evaluation

OtherAudio

Conducted TTS naturalness evaluations by comparing synthesized audio samples side-by-side. Assessed fluency, tone, and human-likeness using project guidelines to ensure output quality. Produced consistent evaluation ratings to support audio/TTS quality improvement workflows. • Compared synthesized audio for fluency and tone consistency • Rated human-likeness and perceived naturalness • Applied rubric-based criteria during side-by-side reviews • Maintained quality and guideline adherence across batches

2025 - Present

Freelance AI Trainer (Outlier AI / Multimango) — AI response evaluation & TTS/audio quality assessment

OtherText

Evaluated AI model responses using TI2T ELO-format comparison with ratings across multiple quality dimensions. Scored outputs for Factuality, Instruction Following, Helpfulness, and Style according to task guidelines and rubric criteria. Completed human-in-the-loop quality judgments to support RLHF-style response selection and ranking. • Applied ELO-format pairwise ranking for response quality comparison • Performed guideline-based scoring for key evaluation dimensions • Ensured consistent rating accuracy across asynchronous task batches • Followed structured onboarding instructions for image/audio/multimodal projects

2025 - Present

Education

Work History