Senior Consultant (MBB & Top-Tier Firms) - Freelance AI Project

Toloka AI supports frontier model post-training by building domain-specific reinforcement learning environments, tasks, and evaluation frameworks designed by real practitioners. Mindrift, powered by Toloka, is a leading enterprise AI and machine learning data partner since 2014 that connects top domain experts with cutting-edge AI initiatives. The company is launching a Management Consulting domain focused on translating real-world consulting engagements into structured learning environments for advanced AI systems, assembling a team of strategy consultants from top-tier firms.

• 3+ years of experience at McKinsey, BCG, Bain, Oliver Wyman, Roland Berger, Monitor Deloitte, EY-Parthenon, Kearney, or Strategy&.
• Hands-on project experience in structuring ambiguous client problems into workable analytical plans.
• Experience building financial models, market analyses, or synthesizing findings from messy inputs.
• Ability to produce client-ready deliverables under time pressure.
• Capability to form and defend recommendations under uncertainty.
• Strong structured problem-solving and hypothesis-driven thinking.
• Ability to translate vague problems into clear analytical steps and deliverables.
• High attention to logical consistency and output quality.
• Independent, self-directed working style.
• Clear written English (B2+).

• Build realistic consulting project environments with detailed project scenarios grounded in real engagement dynamics including industry context, financials, constraints, conflicting inputs, and incomplete information.
• Design structured consulting tasks for AI agents by breaking projects into discrete tasks that mirror real consulting work such as market sizing, commercial due diligence, cost optimization, growth strategy, operational diagnosis, and benchmarking.
• Define evaluation criteria and quality standards by developing grading frameworks, evaluation rubrics, and golden-answer solutions for each task to train and calibrate an LLM-based grading system that evaluates AI outputs at scale.

This role is exclusively for consultants with direct experience at a top-tier strategy consulting firm: McKinsey & Company, Boston Consulting Group (BCG), Bain & Company, Oliver Wyman, Roland Berger, Monitor Deloitte (Deloitte S&C), EY-Parthenon, Kearney, and Strategy& (PwC).