Ramola

The Ramola AEO Index · methodology v1.0.0

How visible are you to the engines that now answer for you?

A recurring, public benchmark of answer-engine visibility. The scoring spec is versioned and open, every run ships the raw inputs that produced it, and we score ourselves in the same cohort.

Citation share

40%

When an engine answers a category question, how often is this domain the source it names?

Extractability

25%

Can a model lift a clean, self-contained claim off the page?

Evidence and attribution

20%

Is there a reason for a model to trust and attribute this source?

Machine readability

15%

Is the entity and its expertise legible to a parser?

Awaiting first published run

The methodology is public. The first cohort results are not out yet.

We publish the scoring spec before the scores, deliberately — so the method can be argued with before anyone has a result to defend. No sample or illustrative figures appear here, because a benchmark seeded with invented numbers about real companies would be worth less than nothing.