AI Training
Human feedback on model outputs: writing and refining prompts and responses, ranking answers, and helping models improve through structured, thoughtful input.
01AI training, data annotation, model evaluation, online research and digital tasks — for global AI platforms and remote clients.
Currently active on
Mercor
AI training & evaluation contributor
CrowdGen by Appen
Data & AI tasks contributor
Languages
EN · FR · AR
Working mode
Fully remote
Focus
Quality & accuracy
Nadjib Amari
Founder · Nadjib Digital Services
Based in Algeria · Working with global AI platforms
I'm Nadjib Amari, an independent freelancer based in Algeria. I provide AI training, data annotation, AI evaluation, online research and digital tasks to global clients and AI platforms.
My work is detail-driven by nature: following guidelines precisely, applying rubrics consistently, and flagging anything ambiguous instead of guessing. I work in English, French and Arabic, and I'm comfortable collaborating remotely across time zones with clear, written communication.
I keep my commitments small enough to honour them well — quality over volume, and a straight answer when something isn't a good fit.
Instructions followed to the letter, with edge cases documented rather than improvised.
Native Arabic, professional French and English — useful for multilingual datasets and evaluation.
Comfortable with asynchronous collaboration, deadlines and time-zone differences.
Self-review before submission, and honest flagging when a task needs clarification.
Five focused service areas, all built around careful, guideline-driven work with data and language.
Human feedback on model outputs: writing and refining prompts and responses, ranking answers, and helping models improve through structured, thoughtful input.
01Labelling, categorisation and tagging of text and image data, delivered as clean, quality-checked datasets that follow the project's schema exactly.
02Rating and comparing model outputs against rubrics, assessing accuracy and helpfulness, and flagging errors, hallucinations and guideline violations.
03Structured web research, source verification and data collection — summarised into clear, cited findings you can act on.
04Recurring operational and data tasks, content and admin support — handled consistently so nothing slips through.
05Contact
Let's talk about your project
Selected platforms I collaborate with as an independent contributor. Status is kept current and factual.
AI training & evaluation contributor
Onboarding completed and work has started on the platform, contributing to AI training and evaluation projects.
Data & AI tasks contributor
Working with CrowdGen by Appen on data annotation, evaluation and language-based digital tasks.
No ratings, earnings or client names are published here — only the platforms and the work itself.
Whether you need a careful annotator, an evaluator with strong judgement, or help with recurring data work — send a short note describing the task and the timeline.
Available for remote work and new platform projects. I usually reply within one to two business days.