The answer library
Useful now. Citable by design.
Guides, comparisons, methods, and field notes built around real decisions—with visible sources, scope, authorship, and update dates.
The Citation Readiness Model
Seven conditions a source should meet before it can earn a reference.
ComparisonSEO, AEO, and GEO: what changed, what did not
A practical map of the overlap, the new work, and where to invest first.
Field guideAI prototype—or innovation theater?
A five-question filter for choosing an experiment worth running.
On the editorial desk
The next useful questions.
Planned pieces stay visible as commitments, not empty article pages.
The Evidence Inventory
A template for turning internal knowledge into publishable proof.
Methods + templateHow to measure AI visibility without inventing a vanity score
A layered framework for eligibility, use, authority, visibility, and commercial movement.
MeasurementWhat answer types cite brands, experts, data, and comparisons?
A transparent quarterly observation set with methods, limits, and version history.
BenchmarkEditorial standard
Every important page answers one question, adds a distinct contribution, and shows its evidence trail.
Specificity · Evidence · Attribution · Extractability · Consistency · Freshness · Access