Ex MBB Strategy Consultant AI Training📣 Job Ad

About Mindrift and the Role

Mindrift, powered by Toloka AI, is seeking an experienced Ex MBB Strategy Consultant to join its Management Consulting domain for AI Training. This part-time, remote role, based in Saudi Arabia, involves translating real-world consulting engagements into structured learning environments for advanced AI systems. The compensation for this position is up to $60 per hour equivalent.

The Opportunity to Shape AI Reasoning

Mindrift connects domain experts with cutting-edge AI initiatives, leveraging Toloka's expertise in scalable data generation and applied ML systems. This role is part of a new Management Consulting domain focused on building domain-specific reinforcement learning environments, tasks, and evaluation frameworks for frontier AI models. You will join a growing team of consultants from leading strategy firms, contributing to how next-generation generative models learn high-level business reasoning and perform.

Key Responsibilities

• Build realistic consulting project environments by creating 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, breaking projects into discrete tasks that mirror actual consulting work such as market sizing, commercial due diligence, cost optimization, growth strategy, operational diagnosis, and benchmarking.
• Define evaluation criteria and quality standards, developing grading frameworks, rubrics, and golden-answer solutions for each task to train and calibrate an LLM-based grading system for evaluating AI outputs at scale.

Candidate Profile

We are seeking consultants with a minimum of 3 years of direct, hands-on project experience at one of the specified top-tier strategy consulting firms. Candidates should demonstrate proven capabilities in:

• Structuring ambiguous client problems into workable analytical plans.
• Building financial models, conducting market analyses, or synthesizing findings from complex inputs.
• Producing client-ready deliverables under time pressure.
• Forming and defending recommendations under uncertainty.

A deep technical background is not required for this role; onboarding will be provided for the necessary lightweight tools.

Essential Qualifications

This role is exclusively for consultants with direct project experience at a top-tier strategy consulting firm. Applicants must have a minimum of 3 years of experience at one of the following firms:

• McKinsey & Company
• Boston Consulting Group (BCG)
• Bain & Company
• Oliver Wyman
• Roland Berger
• Monitor Deloitte (Deloitte S&C)
• EY-Parthenon
• Kearney
• Strategy& (PwC)

Work Arrangement

This is a remote, project-based, individual-contributor role. The position emphasizes analytical design and evaluation within a flexible work environment.