Product Management

Director of AI/ML

L6 · Product Management · AI/ML

DRS

Director of AI/ML

Product Management AI/ML

Accomplishments

REFERENCE DRS

Competencies

Mission

Define ML vision for a business unit, aligning AI capabilities with business needs

Tour of Duty

Launch an AI capability that materially changes user perception of the product

About This Job Family

People in this job family own the 'what' and 'why' of products—defining vision, prioritizing roadmaps, and translating customer needs into features that drive business outcomes. Product management is an inherently inbound function: PMs synthesize customer discovery, user research, market signals, and usage data to determine what to build. They work at the intersection of engineering, design, and go-to-market, balancing competing demands while keeping teams aligned on what matters most.

What You'll Do

AI/ML Product Managers build products where the model is the feature. They navigate the unique challenges of ML—non-deterministic outputs, training data requirements, bias considerations, and the gap between demo performance and production reliability. Success means shipping AI capabilities that work at scale while managing user expectations about what AI can and cannot do.

• Define AI vision that creates meaningful user value
• Architect frameworks for ML quality, safety, and responsible AI at scale
• Solve the most complex AI productionization and reliability challenges
• Drive organizational alignment on AI strategy
• Own success metrics for AI product portfolio
• Represent AI products in executive reviews

Every responsibility is an accomplishment waiting to happen. The question is: will you own the outcome, or just do the task?

Manage a Team?

Great managers are practitioners first. The IC responsibilities above are your foundation—the craft you model for your team. Your management responsibilities are additive:

• Coach and develop your PMs—it's your single most important job
• Provide strategic context—so your team makes good decisions autonomously
• Run 1:1s focused on skill gaps—not project status
• Sponsor your people for growth—before they look elsewhere
• Remove blockers—unblock cross-functional dependencies so PMs can ship

Your team's accomplishments are your accomplishments. Help them craft S.M.A.R.T wins—specific, measurable, and ready to stand on their own.

AI as an Accelerator

AI isn't a skill we call out. It's invisible in the accomplishment but easily visible in the velocity and scale of your outcomes. Here's how people in this role are accelerating their work with AI:

→ Analyze AI market positioning
→ Build AI-assisted ML evaluation tools
→ Generate strategic AI narratives

Your Career Record

**Your Career Record. Your Portable Proof.**

Log accomplishments as you go — not skills you claim, but work you've shipped. When you're ready for your next chapter, TailorCV turns your track record into a promotion case or tailored resume.

Your career story. Your control.

The Competencies That Matter

Skills fill your toolbox. Competencies are how you wield them. Three matter most at this level:

1. DATA ENGINEERING (4) Strong Data Engineering skills required at this level.

2. PRODUCT MANAGEMENT (4) Strong Product Management skills required at this level.

3. STRATEGY (4) Strong Strategy skills required at this level.

The radar shows the full picture. These three are where you need to be undeniable.

Your Journey From Here

Going up? Your next Tour of Duty:

→ Senior Director of AI/ML - AI/ML (L7) "Build a PM team that consistently ships AI features users love"

The L6 → L7 gap is about SCALE and INFLUENCE: • From owning a project → shaping how projects get built • From leading work → leading people who lead work • From shipping features → building systems that outlast you

These are your stretch accomplishments. Start doing L7 work now. When you can prove it with accomplishments, you're ready.

Going sideways? That's valid too.

Up isn't the only direction. It's your career. You own it.

Competency Requirements

Product Management

Data Engineering

Strategy

Analytics & BI

Software Engineering

Competency Shape

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About Reference DRS

This isn't a job posting. It's a Reference DRS—a competency blueprint for what success looks like at this level. Pin it to your MasterCV and track your accomplishments against it. Your career is yours to own; this is just the map.

Effective Date

July 2025

Other Levels

L1 L2 L3 L4 L5 L6 L7 L8 L9

Related Variants

Tailor Your CV for Director of AI/ML

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Targeting an internal move? Use this spec to build your promotion case — a structured document that maps your verified accomplishments to the competencies this level demands. Whether it's a lateral move into a new variant or a step up to the next level, your career record already has the evidence. Peer-verified accomplishments make the case your manager can't ignore.

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