Saharsh Kumar

Key Skills

Software

Scale AI

Labelbox

OneForma

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Image

Text

Video

Top Task Types

Audio Recording

Classification

Data Collection

Evaluation Rating

Function Calling

Prompt Response Writing SFT

RLHF

Text Generation

Text Summarization

Transcription

Translation Localization

Freelancer Overview

I am an experienced AI Trainer and Data Quality Specialist with a strong foundation in legal and commercial domains, complemented by over six years of hands-on exposure to legal drafting, compliance, and education. My recent work involves creating, evaluating, and refining prompts and datasets for leading global AI platforms such as Outlier.ai, Alignerr, and OneForma, with a focus on supervised fine tuning (SFT), legal reasoning, and prompt evaluation. I specialize in data annotation, quality assessment, and editing AI-generated outputs for accuracy, clarity, and human alignment, particularly in legal and regulatory contexts. My background in teaching and legal research has honed my critical thinking, attention to detail, and ability to deliver structured feedback, making me adept at designing and evaluating tasks that strengthen AI model performance across diverse domains. I am skilled in remote, deadline-driven environments and bring excellent written communication and analytical skills to every project.

Labeling Experience

AI Data Contributor

OneformaImageEvaluation RatingData Collection

As an AI Data Contributor at OneForma, I handled data labeling, validation, and content review tasks for the creation of AI training datasets. My responsibilities focused on ensuring that annotations and edits strictly aligned with project instructions and reflected real-world usage. Consistency and accuracy were maintained throughout all repetitive, detail-oriented assignments. • Labeled and validated data to assist in training high-quality AI models. • Conducted careful reviews to guarantee compliance with guidelines. • Edited content to match task specifications and usage requirements. • Managed deadlines and accuracy within remote workflows.

As an AI Data Contributor at OneForma, I handled data labeling, validation, and content review tasks for the creation of AI training datasets. My responsibilities focused on ensuring that annotations and edits strictly aligned with project instructions and reflected real-world usage. Consistency and accuracy were maintained throughout all repetitive, detail-oriented assignments. • Labeled and validated data to assist in training high-quality AI models. • Conducted careful reviews to guarantee compliance with guidelines. • Edited content to match task specifications and usage requirements. • Managed deadlines and accuracy within remote workflows.

2025

AI Trainer / Data Contributor

LabelboxTextRLHFEvaluation Rating

As an AI Trainer and Data Contributor at Alignerr, I participated in supervised fine-tuning projects that required prompt creation, evaluation, and rewriting. The role involved reviewing AI-generated text for accuracy, reasoning, and compliance with project guidelines. I adapted quickly to evolving requirements and maintained a quality-driven workflow in all labeling and evaluation tasks. • Created and refined prompts for supervised model training. • Evaluated and rewrote AI-generated responses based on detailed criteria. • Ensured all tasks met current quality and instruction standards. • Contributed to ongoing improvements in AI outputs through direct feedback.

As an AI Trainer and Data Contributor at Alignerr, I participated in supervised fine-tuning projects that required prompt creation, evaluation, and rewriting. The role involved reviewing AI-generated text for accuracy, reasoning, and compliance with project guidelines. I adapted quickly to evolving requirements and maintained a quality-driven workflow in all labeling and evaluation tasks. • Created and refined prompts for supervised model training. • Evaluated and rewrote AI-generated responses based on detailed criteria. • Ensured all tasks met current quality and instruction standards. • Contributed to ongoing improvements in AI outputs through direct feedback.

2025

AI Trainer / Evaluator (Generalist)

Scale AITextClassificationTranslation Localization

As an AI Trainer and Evaluator at Outlier.ai, I performed prompt evaluation and response review on generalist and reasoning-based AI projects. My main responsibilities included checking AI outputs for clarity, logical consistency, and adherence to instructions and tone. I provided structured feedback aimed at improving AI response quality in alignment with project guidelines. • Conducted detailed evaluations of AI-generated content. • Emphasized clarity and logical consistency in all quality checks. • Delivered actionable, structured feedback to optimize models. • Maintained high accuracy standards in a remote, deadline-driven environment.

As an AI Trainer and Evaluator at Outlier.ai, I performed prompt evaluation and response review on generalist and reasoning-based AI projects. My main responsibilities included checking AI outputs for clarity, logical consistency, and adherence to instructions and tone. I provided structured feedback aimed at improving AI response quality in alignment with project guidelines. • Conducted detailed evaluations of AI-generated content. • Emphasized clarity and logical consistency in all quality checks. • Delivered actionable, structured feedback to optimize models. • Maintained high accuracy standards in a remote, deadline-driven environment.

2024

Education

Work History