At a Glance
- Tasks: Create realistic consulting project environments and design structured tasks for AI agents.
- Company: Join Mindrift, a leader in AI and machine learning data solutions.
- Benefits: Flexible remote work and the chance to shape AI learning with your expertise.
- Other info: Work independently in a dynamic, project-based role focused on analytical design.
- Why this job: Make a real impact by translating consulting experience into innovative AI training.
- Qualifications: 3+ years at McKinsey, BCG, or Bain with strong problem-solving skills.
The predicted salary is between 36000 - 60000 € per year.
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 now 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 building a team of McKinsey, BCG, and Bain consultants 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 team of McKinsey and Bain consultants shaping how AI learns high‑level business reasoning.
Important: This role is exclusively for consultants with MBB experience (McKinsey, BCG, or Bain). If you do not have direct experience at one of these firms, please do not apply. This requirement is non‑negotiable and helps us ensure the domain is built by practitioners with firsthand MBB training and standards.
Who We’re Looking For
- Consultants with 3+ years of experience at McKinsey & Company, Boston Consulting Group, or Bain & Company.
- You should have hands‑on project experience:
- Structuring ambiguous client problems
- Building models and synthesised findings
- Producing client‑ready deliverables
- Forming recommendations under uncertainty
- No deep technical background required, we’ll onboard you on the lightweight tools involved.
What You’ll Do
- Build realistic consulting project environments: create detailed project scenarios (industry context, financials, constraints, incomplete information)
- Design structured consulting tasks for AI Agents: break projects into tasks that mirror real consulting work such as market sizing, due diligence, cost reduction, growth strategy, or operational diagnosis
- Define evaluation criteria and quality standards: develop a grading approach, evaluation criteria and golden solutions for each task that will be used to train and calibrate an LLM‑based grading system that evaluates AI outputs at scale
This is a remote individual‑contributor project‑based role focused on analytical design and evaluation.
Skills & Requirements
- 3+ years at McKinsey, BCG, or Bain
- Strong structured problem‑solving skills
- Ability to translate vague problems into clear analytical steps
- High attention to logical consistency
- Independent working style
- Clear written English (B2+)
Freelance Management Consulting Partner (McKinsey / BCG / Bain) employer: Mindrift
At Toloka AI, we pride ourselves on fostering a dynamic and innovative work culture that empowers our team members to shape the future of AI through their expertise. As a Freelance Management Consulting Partner, you will collaborate with top-tier consultants from MBB firms, gaining unique insights and contributing to cutting-edge projects that directly impact the evolution of generative models. Our commitment to professional growth and flexible remote work ensures that you can thrive in your role while enjoying a balanced lifestyle.
StudySmarter Expert Advice🤫
We think this is how you could land Freelance Management Consulting Partner (McKinsey / BCG / Bain)
✨Network Like a Pro
Get out there and connect with folks in the industry! Use LinkedIn to reach out to former colleagues or industry peers. A personal touch can go a long way, so don’t hesitate to drop them a message about your interest in the role.
✨Showcase Your Expertise
When you get the chance to chat with potential employers, make sure to highlight your MBB experience. Share specific examples of how you've tackled complex problems and delivered results. This is your time to shine!
✨Prepare for the Interview
Brush up on common consulting case studies and be ready to discuss your thought process. Practice articulating your approach to problem-solving, as this will demonstrate your structured thinking skills that are crucial for the role.
✨Apply Through Our Website
Don’t forget to apply through our website! It’s the best way to ensure your application gets seen by the right people. Plus, it shows you’re genuinely interested in joining our team at Mindrift.
We think you need these skills to ace Freelance Management Consulting Partner (McKinsey / BCG / Bain)
Some tips for your application 🫡
Show Off Your MBB Experience:Make sure to highlight your time at McKinsey, BCG, or Bain. We want to see how your hands-on project experience has shaped your skills in structuring problems and producing client-ready deliverables. Don’t hold back on the details!
Tailor Your Application:Customise your application to reflect the specific requirements of the role. Use language from the job description to demonstrate that you understand what we’re looking for. This shows us you’re genuinely interested in joining our team.
Be Clear and Concise:We appreciate clear written English, so keep your application straightforward and to the point. Avoid jargon unless it’s relevant, and make sure your key points stand out. We want to see your analytical thinking shine through!
Apply Through Our Website:Don’t forget to submit your application through our website! It’s the best way for us to receive your details and ensures you’re considered for the role. Plus, it makes the whole process smoother for everyone involved.
How to prepare for a job interview at Mindrift
✨Know Your MBB Experience Inside Out
Make sure you can articulate your experience at McKinsey, BCG, or Bain clearly. Be ready to discuss specific projects where you structured ambiguous problems and produced client-ready deliverables. This is your chance to showcase how your hands-on experience aligns with the role.
✨Demonstrate Problem-Solving Skills
Prepare to tackle hypothetical scenarios during the interview. Practice breaking down complex problems into manageable steps, just like you would in a consulting project. This will show that you can think critically and apply your structured problem-solving skills effectively.
✨Familiarise Yourself with AI and ML Concepts
While you don’t need a deep technical background, having a basic understanding of AI and machine learning concepts will help you engage in meaningful discussions. Brush up on how these technologies can be applied in consulting contexts, especially in building realistic project environments.
✨Communicate Clearly and Confidently
Since clear written English is a requirement, practice articulating your thoughts succinctly. During the interview, focus on being concise and logical in your responses. This will not only demonstrate your communication skills but also reflect your attention to detail and logical consistency.
