← All skills

AI Product Management

I can define, measure, and launch AI products because I understand both product strategy and AI implementation constraints.

PRDICProadmapactivationretentionexperimentationAI UXtrustsafetymodel qualitylaunch readinessGTM

Skill → evidence

Every skill below links to the project(s) that prove it. The portfolio is the evidence.

PRD writing

Problem, ICP, scope, metrics, guardrails, one per project.

User-problem discovery

Sharp problem statements grounded in a real user job.

ICP & persona definition

Named target segment and the job they're hiring the product for.

MVP scoping

Explicit in/out decisions that keep the build shippable.

Metrics & guardrails

North star, activation, retention, quality, and guardrail per product.

Experiment design

Hypotheses and success criteria tied to the north star.

AI UX & trust design

Confidence labels, citations, approval gates, audit trails.

Trade-off narrative

Clear reasoning on what was simplified and why.

Roadmapping & prioritisation

Opportunity scoring and a credible MVP → V2 path.

Launch & GTM thinking

How early users are reached and what 'ready' means.