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SHAPE · AI product management and positioning

AI product management and positioning: what gets built and how it is explained

In SHAPE a team decides which problem it solves, which AI features it builds for it and how it explains the offer. Product management and positioning work from the same customer evidence: interviews, usage, lost deals. Here you will find our articles on AI product management, requirements, positioning and product marketing, grouped by theme.

Key terms

AI product management
Product management for features whose output a model produces: validate the problem, weigh value and risk, record requirements with evaluation criteria and measure quality after the rollout.
Evaluation criteria
Checks agreed in advance on when an AI answer is good enough: test cases, thresholds, failure types and who decides edge cases.
Positioning
The decision about who your product is the best choice for, against which alternatives and why. It is derived from your best customers.
Message-market fit
The point at which target customers understand your message without explanation and recognise it as relevant. It is tested in real conversations, not decided in a workshop.

AI product management and requirements

From the customer problem to a testable requirement for engineering.

Positioning and messaging

What you tell your ideal customers so they understand and choose you.

Product marketing and go-to-market

How product and GTM tell the same story.

FAQ

Frequently asked questions

What is different about AI product management?
A classic feature delivers the same result for everyone. An AI feature delivers different quality depending on input, context and model. That is why it needs evaluation criteria before it is built and a measure of answer quality after the rollout, not only usage numbers.
How do I prioritise AI features?
By the value for a validated customer problem and by the risk of a wrong result. A feature with high value and high risk needs more evaluation and human approval. A feature without an evidenced problem does not belong on the roadmap, even if the technology allows it.
Why are product management and positioning in the same pillar?
Because both come from the same customer evidence. What the product solves and how it is explained should not be decided separately in two departments. In The Science of GTM method this is the SHAPE phase.