AI_Commercialization--Product-Management-skills

The strongest proof in this repo is not PRD writing

Most AI-for-PM content starts with PRDs.

I increasingly think that is not where the strongest proof lives.

The strongest proof lives in business judgment.

That is why the flagship case I care about most is not a PRD workflow.

It is this path:

pricing-strategy -> commands/redesign-pricing-packages.md

It does not answer:

“What price should we charge?”

It answers the harder questions:

• what is the real value metric
• where should the free-tier boundary sit
• what roles should membership, credits, export ability, and commercial rights each play
• what should trigger an upgrade
• which guardrails must be protected before rollout

When these decisions are right, monetization gets much easier.

When they are wrong, teams end up stuck in loops like:

• users do not understand what they are buying
• high-intent users are not captured cleanly
• free and paid layers fight each other
• every pricing discussion collapses back into “should we just raise prices”

I am not trying to build a pricing prompt.

I am trying to turn this kind of commercialization judgment into a reusable system that agents can execute correctly.

If you only inspect one proof point, start here:

• docs/core/FLAGSHIP_CASES.md
• commands/redesign-pricing-packages.md
• commands/examples/redesign-pricing-packages-sample.md