
Marian Adan
@marianadan
AI trainer at Micro1 who evaluates model outputs and annotates robotic motion data.
What I'm looking for
At Micro1, I evaluate AI model outputs against structured rubrics and annotate robotic motion data to support robotic action models. I also review robotic motion outputs and apply named entity recognition to tag objects, actions, and spatial references.
At Mercor, I evaluate AI-generated images and contribute training data and prompts for large language models. I use red teaming and adversarial testing to surface model failure modes, and bring earlier experience managing remote teams and driving sales and client success at Ant Marketing and Hatton Gems.
Experience
Work history, roles, and key accomplishments
Multimodal Image Expert
Mercor
Sep 2026 - Present (1 month)
Compare pairs of AI-generated images built from the same prompt, selecting the stronger image in blinded side-by-side evaluations. Judge outputs on prompt alignment, visual quality, anatomy and structure, rendered text, and artifacts.
AI Trainer / Annotation Specialist
Micro1
Sep 2026 - Present (1 month)
Producing consistently accurate, high quality annotations and model assessments against structured rubrics for accuracy, coherence, and safety. Evaluated and corrected robotic motion outputs, refining action policies to improve real world task execution accuracy.
Generalist Expert in AI Training & Evaluation
Mercor
Jan 2026 - Present (9 months)
Maintained a consistently high quality and accuracy score throughout the role, ranking among the more reliable evaluators on structured rubrics for accuracy, coherence, and safety. Authored high quality training data and prompts adopted to fine tune large language models, ensuring clarity, factual correctness, and task alignment.
Client Success Manager
Hatton Gems
Nov 2024 - Jan 2026 (1 year 2 months)
Retained over 90% of client accounts year on year through proactive relationship management and consistent engagement. Grew revenue from existing clients by 35% through strategic upselling and cross selling initiatives.
Team Manager / Sales Manager
Ant Marketing
Dec 2018 - Jul 2023 (4 years 7 months)
Led 700+ remote employees across NHS and private sector campaigns including JD Sports and National Geographic, owning performance and customer experience at scale. Lifted productivity by 40% through process optimisation, coaching, and performance management across large remote teams.
Learning Support Tutor
Darnall Community Centre
Jan 2016 - Dec 2020 (4 years 11 months)
Delivered 1:1 and group tutoring that drove rapid improvement in literacy, comprehension, and exam technique for GCSE English resit students. Built tailored revision plans that closed individual learning gaps and lifted student performance.
Education
Degrees, certifications, and relevant coursework
Scrum Alliance
Certified Scrum Master (CSM), Scrum
2024 - 2024
Certified Scrum Master (CSM) certification from Scrum Alliance, obtained in 2024.
Open University
BA (Hons), English Literature & Language
2017 - 2020
BA (Hons) in English Literature & Language from the Open University, completed from 2017 to 2020.
Leeds Beckett University
BA (Hons), English Literature & Language
2016 - 2017
BA (Hons) in English Literature & Language from Leeds Beckett University, completed from 2016 to 2017.
Peaks College
L3 Extended Diploma, Health & Social Care
2016 - 2016
L3 Health & Social Care Extended Diploma from Peaks College, completed in 2016.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Job categories
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