At a Glance
- Tasks: Create realistic consulting project environments and design structured tasks for AI agents.
- Company: Join Mindrift, a leading AI and machine learning data partner.
- Benefits: Flexible remote work and the chance to shape AI learning.
- Other info: Work independently in a dynamic, innovative environment.
- Why this job: Leverage your MBB experience to influence next-gen AI systems.
- Qualifications: 3+ years at McKinsey, BCG, or Bain with strong problem-solving skills.
The predicted salary is between 72000 - 108000 € 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) (Hiring Immediately) in Glasgow 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 supportive environment that values your contributions.
StudySmarter Expert Advice🤫
We think this is how you could land Freelance Management Consulting Partner (McKinsey / BCG / Bain) (Hiring Immediately) in Glasgow
✨Tip Number 1
Network like a pro! Reach out to your connections from McKinsey, BCG, or Bain. Let them know you're on the lookout for opportunities and ask if they can refer you to any openings. Personal recommendations can make a huge difference!
✨Tip Number 2
Prepare for those interviews by brushing up on your consulting skills. Think about how you can showcase your experience in structuring problems and delivering client-ready solutions. Practice articulating your thought process clearly and confidently.
✨Tip Number 3
Don’t just apply anywhere; focus on roles that align with your MBB experience. Use our website to find positions that match your skills and background. Tailor your approach to highlight your unique consulting journey!
✨Tip Number 4
Stay updated on industry trends and AI developments. Being knowledgeable about the latest in AI and consulting will help you stand out in conversations and interviews. Show that you’re not just a consultant but also a forward-thinking professional!
We think you need these skills to ace Freelance Management Consulting Partner (McKinsey / BCG / Bain) (Hiring Immediately) in Glasgow
Some tips for your application 🫡
Show Off Your MBB Experience:Make sure to highlight your experience at McKinsey, BCG, or Bain right from the start. We want to see how your hands-on project experience has shaped your skills in structuring problems and producing client-ready deliverables.
Be Clear and Concise:When writing your application, keep it clear and to the point. Use straightforward language to explain your achievements and how they relate to the role. We appreciate clarity, especially since you'll be working on complex consulting tasks!
Tailor Your Application:Don’t just send a generic application! Tailor your CV and cover letter to reflect the specific skills and experiences that match the job description. We’re looking for candidates who can connect their past work to what we do at Mindrift.
Apply Through Our Website:We encourage you to apply directly through our website. It’s the best way for us to receive your application and ensures you don’t miss out on any important updates about the hiring process!
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 will show that you not only have the required background but also understand how to apply it in real-world scenarios.
✨Demonstrate Problem-Solving Skills
Prepare to showcase your structured problem-solving skills during the interview. Think of examples where you translated vague client issues into clear analytical steps. Practising case studies can help you refine this skill and demonstrate your thought process effectively.
✨Familiarise Yourself with AI and Consulting Integration
Since the role involves building consulting project environments for AI, brush up on how consulting principles can be applied to AI tasks. Understanding how to break down projects into structured tasks will be crucial, so think about how your past experiences can translate into this new context.
✨Communicate Clearly and Confidently
Given the emphasis on clear written English, practice articulating your thoughts succinctly. Whether it's through mock interviews or writing exercises, ensure you can convey complex ideas in a straightforward manner. This will not only help in the interview but also in your future role.
