User Research
Choose a research method from the decision it must inform; recruit relevant experience and preserve evidence through synthesis.
Choose AI investment from customer need, model limits, cost, and control requirements.
---
name: knoveya-ai-product-strategy
description: "Choose AI investment from customer need, model limits, cost, and control requirements. Use for matching product work."
---
# AI Product Strategy
## Scope
Apply this guidance when the requested task matches the description. Honor the user's chosen outcome, repository rules, and existing authorization.
## Workflow
Choose AI investment from customer need, model limits, cost, and control requirements.
Before acting, inspect the relevant artifact and ask only for information that materially changes the result. Use existing tools and conventions; do not install dependencies, publish, send messages, deploy, or mutate external data unless the user has authorized that operation.
## Acceptance check
A non-AI alternative is evaluated when it could meet the need more reliably.
## Example task
Compare deterministic validation with generated advice for a form.
## Report
State what changed, the evidence checked, and what remains unverified. Do not claim a successful operation or completed test without observing it.Copy the full block, including its frontmatter, into a new folder named knoveya-ai-product-strategy as SKILL.md. Review the instructions before enabling them. For Codex, a user skill normally lives in ~/.codex/skills/knoveya-ai-product-strategy/SKILL.md; check the current documentation for another agent's supported location. Do not overwrite an existing skill.
This is an independent Knoveya skill. No files are installed by this website.
Compare deterministic validation with generated advice for a form.
A non-AI alternative is evaluated when it could meet the need more reliably.
Test the skill on a small, authorized example. File validation alone does not prove that an agent will make good decisions.
The skill supplies instructions, not tool access or expertise guarantees. Inspect generated work and preserve the user's approval boundaries.