Andrew Crossley
    AI PRODUCT MANAGER · REMOTE WORLDWIDE

    AI Product Manager who ships

    I lead AI-first product delivery end to end: discovery, evaluation, prompts, guardrails, telemetry and launch, using Claude, Cursor, Lovable and Bolt. Ex-founder (Wocal, £2.7M pre-money), currently Founder & CPO at Co-Ride and fractional CPO for founders across the UK, US and Europe.

    AI PM vs TRADITIONAL PM

    What actually changes in the role

    TRADITIONAL PM

    • Ships specs and waits weeks for eng handoff
    • Discovery via interviews and static mocks
    • Roadmap is a Jira backlog
    • Owns 'what', engineering owns 'how'

    AI PRODUCT MANAGER

    • Ships prototypes in Lovable, Cursor and Bolt in hours
    • Discovery via real interactive prototypes users can click
    • Roadmap is a live eval set, prompt regression suite and usage telemetry
    • Owns 'what', model choice, prompts, guardrails and shipped output quality

    A longer take: AI Product Manager vs Traditional PM: what actually changes.

    THE SKEPTIC'S QUESTION

    Is "AI Product Manager" a real job?

    Fair question, and I hear it weekly. My honest answer: the title is new, the work is not. Every PM I know who ships AI features has, by necessity, learnt to own model choice, prompts, evals and telemetry. Whether their business card says "AI PM" or "Senior PM" is a branding choice.

    Where the role is genuinely different: the ratio of time spent on prototyping, evaluation and guardrails. In a traditional PM week I might spend 10% on prototyping. In an AI PM week it's 40%, because I can, and because eval quality is now a product KPI.

    So yes, it's real. And no, you don't need to hire an "AI PM" if your existing product team has picked up the tools. What you do need is someone accountable for the AI product surface: its accuracy, its cost per query, and its failure modes. That accountability is the job.

    • Own model choice & cost
    • Own eval + prompt regression
    • Own guardrails & UX for failure
    • Own the ship rate

    CAREER EXPERIENCE

    Past roles, skills, and targets

    See how this experience plays out today via AI Product Manager work and fractional CPO engagements.

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    VENTURES & PROJECTS

    Products I've built, shipped, and advised on

    Each venture is scored 0-10 across five dimensions relevant to product leadership.

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    Shipping AI product?

    I take on a small number of fractional CPO engagements and teach the AI product MVP course.

    Book an intro call
    © 2026 Andrew Crossley