Stay ahead of the AI search citation lane.
Get AILK's schema shifts, audit updates, and fleet-management progress before they show up in a client pitch. One list. Not another generic product-update feed.
What this newsletter covers.
This list has one job: track what's changing in AI search citation, and show how AILK's schema, audit, and agent-surface work answers it. Not release notes. Not growth-hacking tips.
AEO and schema shifts
What changes in how AI engines read structured data, and what it means for the typed schema registry.
Audit CLI updates
New checks added to `ailk audit` as citation requirements shift — before they hit a client site unannounced.
Fleet-management progress
Honest status on the planned Enterprise multi-tenant entitlement. No hype, just where it stands.
Three things you get in your inbox.
Structural changes that affect citation
When a schema pattern stops working, or a new one starts mattering, you hear it first — not three months after a client asks why they're invisible.
What ships in the OSS
Every audit rule, every schema registry addition, as it lands in the repo — not buried in a changelog you'd have to search for.
Where fleet management stands
Progress on the planned Enterprise multi-tenant entitlement, reported straight. No ship date until one exists.
Subscribe
One list. The citation-lane signal, not generic product news.
No spam. Unsubscribe any time.
Common questions about the newsletter.
How often will I hear from you?
We haven't committed to a fixed cadence. You'll hear from us when there's a real schema, audit, or citation-lane update worth sending — not on a schedule padded with filler to hit a send quota.
What kind of updates will I actually get?
The same three threads listed above: schema and AEO shifts, new `ailk audit` checks, and honest fleet-management progress. It stays in that lane instead of drifting into release-note noise or growth tips unrelated to AI search.
Can I unsubscribe at any time?
Yes. Every email carries an unsubscribe link, no questions asked.
See the vocabulary this list is built on.
Browse the glossary the newsletter draws its updates from — AEO, GEO, agent-ready, and the rest of the citation-lane terms.