Hi, I am Ilya!
I build the operational systems that align AI models with the real world.
Nice to meet you!
About me
Ilya Garaeff
AI Operations & Strategy Lead
I build the human-in-the-loop systems that make AI models smarter, safer, and more culturally intelligent.
As an MBA-educated strategist and CAPM-certified operator, I specialize in the architecture of AI Data Governance. I bridge the gap between frontier model requirements and high-intensity execution, focusing on the product and strategy side of AI development. My work ensures that large-scale datasets and model outputs aren’t just high-volume, but high-precision.
My approach is rooted in Process Excellence: I don’t just manage tasks; I architect scalable, data-driven frameworks for RLHF, model evaluation, and multilingual alignment. Whether I am designing quality control systems for LLMs or leading cross-functional teams to reduce semantic drift across global markets, my focus remains on Deep Focus execution—minimizing friction and maximizing model reliability.
Fluent in English, Spanish, Russian, Portuguese, and Chinese, I ensure that linguistic and cultural nuances are integrated into the AI lifecycle as a feature, not a barrier. I am driven by the challenge of turning complex technical roadmaps into seamless, high-stakes deliveries.
Insights
Portfolio
Multilingual RLHF & Data Operations Governance
Turing
Voice AI Linguistic Validation & Model Benchmarking
micro1
Website Localization Initiative
Translation Commons
E-Learning Quality Control & Operations System
AYP Business School
Mentoring Guidelines Localization
Translation Commons
Skills
Technical AI Operations
Model Evaluation & Benchmarking: Specialist in designing structured QA frameworks for LLM outputs, focusing on reducing semantic drift and improving model alignment.
Data Lifecycle Governance: Expert in managing high-velocity data annotation pipelines, ensuring high-fidelity inputs for model training and fine-tuning.
Agile for AI: Adapting Scrum/Kanban to the unpredictable nature of AI research and development, managing the friction between engineering velocity and data quality.
🧰 The AI Toolstack
Jira & Confluence: Managing the AI Software Development Lifecycle (SDLC), tracking model versioning, and maintaining “Single Source of Truth” documentation for prompt libraries.
SmartSuite (Architect): Building relational databases and automated dashboards to track LLM performance KPIs, annotation accuracy, and model retraining cycles.
Annotation Platforms: Familiarity with managing workflows in tools like Labelbox, Scale AI, or LangSmith (even if your experience is with proprietary tools, use these as reference points).
Strategic AI Governance
AI Process Engineering: Auditing data pipelines to implement “lean” improvements, reducing latency in the feedback loop between human evaluators and ML engineers.
Model Accuracy & ROI: Focused on measurable quality outcomes—translating qualitative linguistic insights into quantitative metrics that drive model performance.
Technical Stakeholder Management: Acting as the translator between ML Research, Product Design, and Executive Leadership.
🌍 Multilingual Model Alignment
Multilingual Semantic Alignment: Leveraging fluency in English, Russian, Spanish, Portuguese, and Chinese to ensure AI models maintain intent and cultural safety across diverse linguistic datasets.
Global Data Operations: Proven track record of coordinating cross-functional teams across the Americas, Europe, and Asia to build culturally intelligent AI products.
Linguistic SME Governance: Leading teams of subject matter experts (SMEs) to define taxonomies for non-English model training.
Testimonials
Ilya brings a strong eagerness to learn, a genuine passion for project management, and a commitment to professional development that is evident in how he approaches his work.
Soeren Eberhardt
Localization Director, Translation Commons
His reliability, attention to detail, and strong sense of prioritization make him a trusted partner on complex initiatives.
Kunal Krishn
Founder, ConnectLocally
I highly recommend Ilya for his professionalism, proactive attitude, team-oriented approach, and readiness to embrace new challenges. He is not only capable but also a pleasure to work with, bringing both insight and energy to every project he undertakes.
Luz Valdez
Executive Director, AYP Business School
