MKEO definition

MKEO / Timeline

From zero to recognized

A dated, public record of this term's path. A new word is only worth what its history can prove — so the history is published, measurements included, including the uncomfortable starting point.

2026-09-27

Term coined; definition of record published

MKEO (Machine-ready Knowledge Engine Optimization) is named, and this site publishes its definition, framework, and metrics. Domain mkeo.io registered; the open-source reference implementation is prepared for release.

Baseline: not yet indexed by search engines · not yet known to any AI engine · zero third-party citations — the honest starting line.

pending

Open-source reference implementation released

The mkeo toolkit — AI visibility probes, tri-engine rank monitoring, site audit — is published so every number on this page can be reproduced independently.

pending

First search-engine indexing

mkeo.io pages enter the indexes of Google, Bing, and others. Measured by site: queries and keyword coverage.

pending

First AI-engine recognition

The first answer engine answers "What is MKEO?" correctly, citing a source. Recognition is probed across engines on a schedule from this point.

pending

First independent third-party citation

A source the maintainers do not control cites the term or the metrics. This is the event that moves MKEO from "a company's coinage" toward "a term".

Why publish the empty state: recognition of a term is a measurable process, and a measurement that only shows wins is marketing, not measurement. Entries are added as probes and audits produce them; dates are never backfilled.