Vincent Ramilo

Key Skills

Software

Mercor

Data Annotation Tech

Top Subject Matter

Linguistics/AI Training

Multilingual AI Content

AI Model Training/Data Curation

Top Data Types

Text

Image

Document

Top Task Types

Prompt Response Writing SFT

Freelancer Overview

Freelance AI Data Trainer, Handshake AI. Brings 21+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Mercor. Education includes Bachelor of Arts, Loyola University Chicago (2020) and No Formal Degree, City Colleges of Chicago – Harold Washington & Truman College (2014). AI-training focus includes data types such as Text and labeling workflows including Translation, Localization, and Prompt + Response Writing (SFT).

Labeling Experience

Freelance AI Data Trainer, Handshake AI

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As a Freelance AI Data Trainer for Handshake AI, I performed linguistic annotation, content evaluation, and provided descriptive narration for AI model training. My work adhered strictly to client-provided specifications and followed complex guidelines. I contributed to the enhancement and evaluation of language-focused AI content for improved accuracy and tone consistency. • Handled annotation of diverse text datasets • Produced descriptive narrations aligned with project needs • Ensured outputs met prescribed quality metrics • Maintained compliance with client and technical guidelines

As a Freelance AI Data Trainer for Handshake AI, I performed linguistic annotation, content evaluation, and provided descriptive narration for AI model training. My work adhered strictly to client-provided specifications and followed complex guidelines. I contributed to the enhancement and evaluation of language-focused AI content for improved accuracy and tone consistency. • Handled annotation of diverse text datasets • Produced descriptive narrations aligned with project needs • Ensured outputs met prescribed quality metrics • Maintained compliance with client and technical guidelines

2026 - Present

Freelance AI Data Trainer, DataAnnotation.tech

Data Annotation TechText

As a Freelance AI Data Trainer at DataAnnotation.tech, I conducted structured annotation and evaluation for text, image, audio, and video datasets in support of AI model development. I identified and flagged ambiguous or low-quality data to enhance dataset integrity. My role involved rewriting responses to maximize clarity and relevance while following project constraints. • Evaluated and annotated multiple data types • Maintained productivity, accuracy, and quality standards • Identified policy or quality risks and flagged edge cases • Recommended data revisions for reliability improvement

As a Freelance AI Data Trainer at DataAnnotation.tech, I conducted structured annotation and evaluation for text, image, audio, and video datasets in support of AI model development. I identified and flagged ambiguous or low-quality data to enhance dataset integrity. My role involved rewriting responses to maximize clarity and relevance while following project constraints. • Evaluated and annotated multiple data types • Maintained productivity, accuracy, and quality standards • Identified policy or quality risks and flagged edge cases • Recommended data revisions for reliability improvement

2025 - Present

Freelance AI Data Trainer, Mercor

MercorTextPrompt Response Writing SFT

At Mercor, I maintained high accuracy in generating and evaluating prompt-response data for AI training workflows. I managed tasks requiring multilingual and language-sensitive handling. I followed nuanced guideline criteria for prompt-based annotation and review. • Developed and evaluated diverse AI prompts • Applied instructional fidelity in all outputs • Supported language model fine-tuning through structured feedback • Ensured alignment with multilingual requirements

At Mercor, I maintained high accuracy in generating and evaluating prompt-response data for AI training workflows. I managed tasks requiring multilingual and language-sensitive handling. I followed nuanced guideline criteria for prompt-based annotation and review. • Developed and evaluated diverse AI prompts • Applied instructional fidelity in all outputs • Supported language model fine-tuning through structured feedback • Ensured alignment with multilingual requirements

2025 - Present

Freelance AI Data Trainer, Outlier

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As an Outlier Freelance AI Data Trainer, I performed quality reviews of both AI-produced and human responses, offering structured feedback to optimize AI model outcomes. I evaluated outputs using rubric-based criteria for instruction, factuality, tone, and formatting. I actively contributed English audio descriptions and detailed text responses matched to rubric demands. • Reviewed AI and human-generated content for quality • Provided structured, rubric-driven feedback • Evaluated multiple aspects including coherence and factual alignment • Produced clear responses and audio descriptions to support model training

As an Outlier Freelance AI Data Trainer, I performed quality reviews of both AI-produced and human responses, offering structured feedback to optimize AI model outcomes. I evaluated outputs using rubric-based criteria for instruction, factuality, tone, and formatting. I actively contributed English audio descriptions and detailed text responses matched to rubric demands. • Reviewed AI and human-generated content for quality • Provided structured, rubric-driven feedback • Evaluated multiple aspects including coherence and factual alignment • Produced clear responses and audio descriptions to support model training

2024 - Present

Freelance AI Data Trainer, Alignerr

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As a Freelance AI Data Trainer at Alignerr, I executed rigorous quality control reviews and provided feedback on AI-generated outputs. I supported workflows focused on accuracy, fluency, and preservation of meaning for AI systems. My role emphasized meeting style and technical guidelines throughout all review stages. • Conducted structured quality control for content outputs • Helped enforce style and technical criteria • Reviewed language fidelity across datasets • Maintained high evaluation standards under deadlines

As a Freelance AI Data Trainer at Alignerr, I executed rigorous quality control reviews and provided feedback on AI-generated outputs. I supported workflows focused on accuracy, fluency, and preservation of meaning for AI systems. My role emphasized meeting style and technical guidelines throughout all review stages. • Conducted structured quality control for content outputs • Helped enforce style and technical criteria • Reviewed language fidelity across datasets • Maintained high evaluation standards under deadlines

2024 - Present

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Education

Work History