Amy Sudol

Key Skills

Software

Other

Appen

Lionbridge

Top Subject Matter

Large Language Model Training & Safety

Conversational AI Training

Text AI Output Review & Correction

Top Data Types

Text

Audio

Document

Top Task Types

Audio Recording

RLHF

Fine-tuning

Red Teaming

Transcription

Evaluation/Rating

Freelancer Overview

AI training and data annotation professional with nearly a decade of experience across the full machine learning lifecycle, from dataset curation and linguistic quality control to RLHF workflows and safety evaluation. Proven ability to detect bias, hallucinations, and harmful outputs across large-scale model outputs, with a track record of improving coherence, accuracy, and instruction-following performance. Holds an MS in Psychology, bringing behavioral insight to responsible AI development and human-centered model alignment.

Labeling Experience

AI Trainer

OtherTextFine Tuning

As an AI Trainer at Anuttacon, I evaluated and annotated large-scale datasets to enhance language model training. I collaborated on quality control, detecting errors, inconsistencies, and improving labeling guidelines. I contributed to benchmarking tasks and performed prompt-response assessments to ensure model safety and quality. • Conducted iterative feedback to refine model outputs. • Focused on identifying harmful, biased, and hallucinatory outputs. • Assisted in building datasets for model evaluation. • Ensured compliance with project standards and guidelines.

As an AI Trainer at Anuttacon, I evaluated and annotated large-scale datasets to enhance language model training. I collaborated on quality control, detecting errors, inconsistencies, and improving labeling guidelines. I contributed to benchmarking tasks and performed prompt-response assessments to ensure model safety and quality. • Conducted iterative feedback to refine model outputs. • Focused on identifying harmful, biased, and hallucinatory outputs. • Assisted in building datasets for model evaluation. • Ensured compliance with project standards and guidelines.

2025 - Present

AI Language Trainer

OtherAudioData Collection

As an AI Language Trainer at Babel Audio, I conducted and recorded detailed conversations to train AI models in natural language processing. I ensured dialogues met requirements for linguistic diversity and clarity. I adhered to data privacy and helped advance cutting-edge language AI development. • Facilitated high-quality conversational sessions. • Improved model understanding of language variance. • Maintained strict ethical standards during annotation work. • Supported ongoing AI research initiatives.

As an AI Language Trainer at Babel Audio, I conducted and recorded detailed conversations to train AI models in natural language processing. I ensured dialogues met requirements for linguistic diversity and clarity. I adhered to data privacy and helped advance cutting-edge language AI development. • Facilitated high-quality conversational sessions. • Improved model understanding of language variance. • Maintained strict ethical standards during annotation work. • Supported ongoing AI research initiatives.

2025 - 2025

AI Editor

OtherTextTranscription

As an AI Editor at Rev.com, I focused on reviewing and correcting AI-generated text outputs for linguistic and formatting accuracy. I handled multiple assignments requiring attention to detail and coordination with other team members. My work contributed to overall improvements in AI communication capabilities. • Maintained high linguistic quality in AI-generated documents. • Managed high-volume content review under deadlines. • Collaborated with moderators to resolve ambiguities. • Focused on enhancing model-generated text accuracy.

As an AI Editor at Rev.com, I focused on reviewing and correcting AI-generated text outputs for linguistic and formatting accuracy. I handled multiple assignments requiring attention to detail and coordination with other team members. My work contributed to overall improvements in AI communication capabilities. • Maintained high linguistic quality in AI-generated documents. • Managed high-volume content review under deadlines. • Collaborated with moderators to resolve ambiguities. • Focused on enhancing model-generated text accuracy.

2022 - 2025

AI Trainer & Data Annotator

AppenTextRLHF

As an independent consultant at Appen, I engaged in RLHF workflows by ranking, scoring, and auditing model-generated responses. I evaluated outputs for reasoning, generalization, and guideline adherence across varied subject areas. My role included detecting subtle errors and assessing compliance with safety and ethical standards. • Evaluated diverse model outputs for quality and intent. • Detected linguistic and pragmatic inconsistencies in text data. • Contributed to instruction-following performance improvements. • Ensured outputs met legal and ethical guidelines.

As an independent consultant at Appen, I engaged in RLHF workflows by ranking, scoring, and auditing model-generated responses. I evaluated outputs for reasoning, generalization, and guideline adherence across varied subject areas. My role included detecting subtle errors and assessing compliance with safety and ethical standards. • Evaluated diverse model outputs for quality and intent. • Detected linguistic and pragmatic inconsistencies in text data. • Contributed to instruction-following performance improvements. • Ensured outputs met legal and ethical guidelines.

2019 - 2025

Internet Analyst

LionbridgeTextEvaluation Rating

As an Internet Analyst with Lionbridge, I evaluated internet search results to enhance search engine algorithms. My responsibilities included detailed guideline application and analysis of diverse contexts to improve the accuracy and relevance of labeled data. I ensured the data reflected both linguistic and cultural nuances for optimized user experience. • Provided consistent, high-quality feedback on search results. • Analyzed queries from various cultural perspectives. • Contributed directly to improved AI-based search performance. • Maintained adherence to quality standards in large-volume projects.

As an Internet Analyst with Lionbridge, I evaluated internet search results to enhance search engine algorithms. My responsibilities included detailed guideline application and analysis of diverse contexts to improve the accuracy and relevance of labeled data. I ensured the data reflected both linguistic and cultural nuances for optimized user experience. • Provided consistent, high-quality feedback on search results. • Analyzed queries from various cultural perspectives. • Contributed directly to improved AI-based search performance. • Maintained adherence to quality standards in large-volume projects.

2015 - 2019

Education

Work History