Show the context, not just the outcome
Explain the business problem, workflow, tools, what worked, what failed, and the limits that matter to another buyer.
For AI automation builders
Make your work easier to evaluate.
Ask AI Reviews is built around evidence that a business buyer can inspect: the problem, the implementation context, the limits, and what happened next.
Keep proof and promotion separate
Moderation, evidence status, featured placement, and sponsorship are different states. Paid visibility does not strengthen an evidence claim.
Contribute through the path available now
The current public contribution flow is review submission. Public builder profiles and other marketplace records are managed through moderation rather than created automatically from a review.
Have first-hand automation experience to share?
Submit a review for moderation. Approval means the submission can be published; it does not turn every result claim into independently verified proof.