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I am an AI data specialist with over three years of experience in high-precision, multi-modal labeling. I thrive in fast-paced, high-volume environments where accuracy is as critical as efficiency. I am naturally inquisitive, a lifelong learner, and I pride myself on being able to adapt quickly to new workflows and complex labeling guidelines. Beyond my technical work, I am an easy-going professional who enjoys collaborating with global, cross-functional teams. In my personal time, I am an avid writer and creative storyteller, which helps me bring a unique perspective to the nuance and context required in advanced data labeling. I find my best balance outdoors—hiking, reading, or spending time with my animals. I am always looking for new challenges that allow me to grow while contributing to the next generation of AI.…I am an AI data specialist with over three years of experience in high-precision, multi-modal labeling. I thrive in fast-paced, high-volume environments where accuracy is as critical as efficiency. I am naturally inquisitive, a lifelong learner, and I pride myself on being able to adapt quickly to new workflows and complex labeling guidelines. Beyond my technical work, I am an easy-going professional who enjoys collaborating with global, cross-functional teams. In my personal time, I am an avid writer and creative storyteller, which helps me bring a unique perspective to the nuance and context required in advanced data labeling. I find my best balance outdoors—hiking, reading, or spending time with my animals. I am always looking for new challenges that allow me to grow while contributing to the next generation of AI.

Kayleigh-Anne Bristow

Project Manager, Studio Manager, Production Manager, +7

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I am an AI data specialist with over three years of experience in high-precision, multi-modal labeling. I thrive in fast-paced, high-volume environments where accuracy is as critical as efficiency. I am naturally inquisitive, a lifelong learner, and I pride myself on being able to adapt quickly to new workflows and complex labeling guidelines. Beyond my technical work, I am an easy-going professional who enjoys collaborating with global, cross-functional teams. In my personal time, I am an avid writer and creative storyteller, which helps me bring a unique perspective to the nuance and context required in advanced data labeling. I find my best balance outdoors—hiking, reading, or spending time with my animals. I am always looking for new challenges that allow me to grow while contributing to the next generation of AI.…I am an AI data specialist with over three years of experience in high-precision, multi-modal labeling. I thrive in fast-paced, high-volume environments where accuracy is as critical as efficiency. I am naturally inquisitive, a lifelong learner, and I pride myself on being able to adapt quickly to new workflows and complex labeling guidelines. Beyond my technical work, I am an easy-going professional who enjoys collaborating with global, cross-functional teams. In my personal time, I am an avid writer and creative storyteller, which helps me bring a unique perspective to the nuance and context required in advanced data labeling. I find my best balance outdoors—hiking, reading, or spending time with my animals. I am always looking for new challenges that allow me to grow while contributing to the next generation of AI.

Available to hire

I am an AI data specialist with over three years of experience in high-precision, multi-modal labeling. I thrive in fast-paced, high-volume environments where accuracy is as critical as efficiency. I am naturally inquisitive, a lifelong learner, and I pride myself on being able to adapt quickly to new workflows and complex labeling guidelines.

Beyond my technical work, I am an easy-going professional who enjoys collaborating with global, cross-functional teams. In my personal time, I am an avid writer and creative storyteller, which helps me bring a unique perspective to the nuance and context required in advanced data labeling. I find my best balance outdoors—hiking, reading, or spending time with my animals. I am always looking for new challenges that allow me to grow while contributing to the next generation of AI.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Intermediate

Language

English

Fluent

Work Experience

Freelancer - AI Trainer at Self-employed / Freelancer

October 1, 2021 - November 7, 2025

Independent AI trainer delivering data labeling, annotation, and quality review across platforms (Appen, Toloka, OneForma). Tasks include data tagging, categorizing, transcription, audio/video annotation, and generating TT S outputs; evaluating model outputs and providing structured feedback to improve accuracy and performance.

Accounts Manager at Dental Sky

August 1, 2021 - August 1, 2021

First point of contact for customers; professional communication via phone, email and online chat; ensured timely updates with colleagues and resolved issues promptly; maintained loyal client relationships and supported sales/customer service processes.

Freelance AI Trainer at Independent / Freelance

October 1, 2021 - November 7, 2025

I work on various AI training platforms (e.g., Appen, Toloka) performing data annotation, labeling, tagging, and classification of datasets (text, images, audio, video). I validate intents, sentiments, and meanings in text conversations, use tools such as Labelbox, Super Annotate, CVAT, LightTag, and Prodigy, and perform audio work including recording clips, evaluating quality and transcription accuracy, and creating TTS evaluations. I provide structured feedback to improve AI model outputs (e.g., chat responses, translations, recommendations), conduct language analysis for natural, grammatical, and context-appropriate text, assess safety and cultural nuances, and identify biases. I also create and evaluate prompts, provide feedback to improve model performance, and ensure clear, high-quality outputs.

Freelance AI Trainer at Self-employed / Freelance

October 1, 2021 - Present

I work on multiple AI training platforms (e.g., Appen, Data Annotation, OneForma, Toloka). Responsibilities include data annotation & labeling (tagging, categorizing, and classifying datasets across text, images, audio and video), labeling intent and sentiment, and audio work for training speech recognition systems. I review and judge audio quality and transcription accuracy, validate speech-to-text outputs, and create or evaluate TTS. I also evaluate AI model outputs (chat responses, translations, recommendations) and provide structured, clear feedback to improve performance. I use tools such as Labelbox, Super Annotate, CVAT, LightTag, and Prodigy, and I adapt quickly to evolving project guidelines.

Accounts Manager at Dental Sky

January 1, 2014 - August 1, 2021

First port of contact for the company; responsible for professional, clear communication via phone, email and online chat; ensure colleagues are updated promptly and resolve problems quickly to generate and maintain loyal client relationships. Maintain excellent relationships with customers and manufacturers to ensure high-quality service; monitor customer satisfaction through post-sale communications and surveys; coordinate with customers and manufacturers to uphold reputation for friendly and welcoming telephone operation.

Telephone Market Research Interviewer at Facts International, Ashford

January 1, 2008 - January 1, 2012

Contacting members of the public via telephone to conduct market research studies. Required to maintain excellent timekeeping, be highly organized and motivated in a fast-paced environment, to improve daily productivity and meet targets; align with company values to maintain a good reputation for friendly service.

Freelance AI Trainer at Freelance – Platforms: Appen, Data Annotation, Tech One Forma, Toloka

October 1, 2021 - Present

Working across various platforms to train AI models through data annotation and labeling (text, images, audio, video), tagging intents and sentiments, annotating objects in images/videos, evaluating data quality, and validating speech-to-text outputs. Creating and evaluating TTS outputs, and providing structured feedback to improve AI performance. Tools used include Labelbox, Super Annotate, CVAT, LightTag, Prodigy.

Telephone Market Researcher at Facts International

January 1, 2008 - January 1, 2012

Contacted members of the public via telephone to conduct market research studies. Demonstrated excellent timekeeping, organization, and motivation in a fast-paced environment, upholding the company’s values and reputation for friendly, welcoming telephone operators. Organized incoming communications and contributed to maintaining customer relationships.

Freelancer (Data Annotation & AI Training) at Self-employed (Freelance)

October 1, 2021 - Present

Data annotation & labelling including tagging, categorising, and classifying data sets (text, images, audio, video); annotating intents, sentiment, or meaning in text conversations; evaluating quality; annotating objects/entities in images/videos; audio and video work including recording clips for training speech recognition, transcription and subtitling; evaluating AI model outputs and providing structured feedback; linguistic and contextual analysis; refining prompts and guidelines; proficient with LabelBox, Prodigy, CVAT, LabelMe, OpenAI tools and related platforms.

Accounts Manager at Dental Sky, Ashford

January 1, 2014 - August 1, 2021

First point of contact, professional communication via phone, email and online chat; ensure customer enquiries and purchase orders are processed; maintain relationships with customers and manufacturers; monitor customer satisfaction and post-sale surveys; assist with team performance and sales coordination; handle complaints and ensure timely resolution.

Telephone Market Research at Facts International, Ashford

January 1, 2008 - January 1, 2012

Contacting members of the public by telephone to conduct market research studies; organized and motivated in a fast-paced environment; meet targets and maintain company values through friendly, professional telemarketing practices.