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In Development

Answer Engine Machine

Gets your brand cited inside AI answers, then measures honestly whether it worked.

The problem

Your customers now ask an assistant instead of clicking a blue link. If the model does not know your brand exists, you are invisible exactly where the decision gets made — and a falling traffic chart will never tell you that is the reason.

The solution

Answer Engine Machine builds the structured, entity-rich ground truth an assistant needs in order to quote you, then re-asks the real assistants on a schedule to see whether you actually got cited. It reports coverage and citation frequency. It does not sell you a rank, because AI answers do not have one.

What's inside

Features

Entity and schema coverage

Fills the structured gaps — schema, entities, verifiable facts — that decide whether a model can quote you with confidence or skips you for a competitor.

Citation-shaped content

Written the way assistants prefer to quote: direct claims, clean definitions and sourced specifics, instead of a warm introductory paragraph.

Measured against real assistants

Runs your priority questions through the actual assistants on a schedule and records whether you were cited — not whether a tool thinks you deserve to be.

Reporting that stays honest

Coverage and citation frequency tracked over time. Nobody can promise you rank one in an AI answer, and we will not pretend the number exists.

The loop

Anything can generate. A machine earns the name when something can automatically reject its work and make it try again.

Goal
Named as a source for your priority questions across the major assistants.
Verify
Scheduled re-queries against live assistants — a citation either appears in the answer or it does not. There is nothing to argue with.
Stop when
Coverage target reached, or the run budget is spent — then it reports the remaining gap rather than quietly spending more.

In Development · no client results published yet

Want Answer Engine Machine for your business?

We're building it in the open — tell us what you need and we'll factor it into the roadmap.