About the job
Toloka AI is at the forefront of enhancing AI capabilities through innovative post-training solutions tailored to specific domains. We specialize in creating reinforcement learning environments, tasks, and evaluation frameworks developed by experienced practitioners in the field.
Mindrift, a collaborative initiative powered by Toloka, has been a trusted partner in enterprise AI and machine learning data since 2014. We link top domain experts with pioneering AI projects, leveraging Toloka's extensive knowledge in scalable data generation, crowd technology, and applied machine learning systems. Mindrift empowers experts to influence how next-generation generative models learn, reason, and perform.
We are excited to announce the launch of our Management Consulting domain, dedicated to transforming real-world consulting projects into structured learning environments for advanced AI systems. We are seeking to form a dedicated team of strategy consultants from elite firms who can translate their authentic project experiences into comprehensive examples — encompassing problem structuring, work planning, analysis, synthesis, and client-ready recommendations.
As a member of our expanding team of consultants from prestigious strategy firms, you will play a crucial role in shaping the way AI comprehends high-level business reasoning.
Important Note: This opportunity is exclusively available to consultants with direct experience from a top-tier strategy consulting firm. If you lack hands-on project experience from the firms listed below, we kindly ask you not to apply. This criterion is essential to ensure the domain is developed by professionals trained to the highest standards of structured problem-solving and client engagement.
Eligible Firms: McKinsey & Company, Boston Consulting Group (BCG), Bain & Company, Oliver Wyman, Roland Berger, Monitor Deloitte (Deloitte S&C), EY-Parthenon, Kearney, and Strategy& (PwC).
Who We’re Looking For
We seek consultants with a minimum of 3 years of experience at one of the aforementioned firms, possessing hands-on project experience in:
- Structuring complex client challenges into actionable analytical plans.
- Developing financial models, conducting market analyses, or synthesizing insights from diverse inputs.
- Producing deliverables that meet client expectations under tight deadlines.
- Formulating and defending recommendations amidst uncertainty.
A deep technical background is not required; we will provide training on the essential tools involved.
Your Responsibilities
- Develop realistic consulting project environments — fabricate detailed project scenarios based on real engagement dynamics: industry context, financials, constraints, conflicting inputs, and incomplete information.
- Create structured consulting tasks for AI agents — decompose projects into discrete tasks that replicate authentic consulting work: market sizing, commercial due diligence, cost optimization, growth strategy, operational diagnosis, benchmarking, and more.
- Establish evaluation criteria and quality standards — devise grading frameworks...

