Mindrift
Management Consulting
StrategyConsultant-AITraining&Evaluation(MBB&Top-TierFirms)
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“Strategy Consultant - AI Training & Evaluation (MBB & Top-Tier Firms) at Mindrift. Skills: Structuring ambiguous client problems into workable analytical plans, Building financial models, market analyses, or synthesized findings from messy inputs, Producing client-ready deliverables under time pressure, Forming and defending recommendations under uncertainty. Build realistic consulting project environments. Design structured consulting tasks for AI agents”
What You'll Achieve.
Shape how next-generation generative models learn, reason, and perform; Train and calibrate an LLM-based grading system that evaluates AI outputs at scale
Industry & Context.
structured problem-solving; hypothesis-driven thinking; Ability to translate vague problems into clear analytical steps and deliverables; High attention to logical consistency and output quality
This role is exclusively for consultants with direct experience at a top-tier strategy consulting firm.
What They're Looking For.
Must Have
3+ years 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, Hands-on project experience in building financial models, market analyses, or synthesized findings from messy inputs, Hands-on project experience in producing client-ready deliverables under time pressure, Hands-on project experience in forming and defending recommendations under uncertainty, Clear written English (B2+)
What You'll Do.
Build realistic consulting project environments
Design structured consulting tasks for AI agents
Define evaluation criteria and quality standards
How You'll Work.
Communication Scope
Clear written English (B2+)
Process & Methodology
Work planning
Full Job Description
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 — a leading enterprise AI and machine learning data partner since 2014 — connects top domain experts with cutting-edge AI initiatives. Backed by Toloka’s deep expertise in scalable data generation, crowd technology, and applied ML systems, Mindrift enables experts to shape how next-generation generative models learn, reason, and perform. We are launching a **Management Consulting domain** focused on translating real-world consulting engagements into structured learning environments for advanced AI systems. To do this credibly, we are assembling **a team of strategy consultants from top-tier firms** who can convert authentic project experience into end-to-end examples — from problem structuring and work planning to analysis, synthesis, and client-ready recommendations. You will join a growing team of consultants from leading strategy firms shaping how AI learns high-level business reasoning. **Important:** This role is exclusively for consultants with direct experience at a top-tier strategy consulting firm. If you do not have hands-on project experience at one of the firms listed below, please do not apply. This requirement ensures the domain is built by practitioners trained to the highest standards of structured problem-solving and client delivery. **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** Consultants with 3+ years of experience at one of the firms listed above, with hands-on project experience in: * Structuring ambiguous client problems into workable analytical plans * Building financial models, market analyses, or synthesized findings from messy inputs * Producing client-ready deliv
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