AI VISIBILITY
Where do AI assistants send your buyers?
The full category audit - real buyer questions, live assistants, mapped citations - delivered as a scored deck.
AI VisibilitySERPGamma
ONE MISSION · EVIDENCE ATTACHED
⟨ USE CASE · AI VISIBILITY ⟩
Be the answer your buyers get.
A growing share of buying research ends inside an AI answer. Measure what assistants say about your category, close the citation gaps, and track the answers moving - as one standing program.
ANSWERS AUDITEDGAPS BECOME BRIEFSMOVEMENT TRACKED WEEKLY
⟨ THE JOB TODAY ⟩
Where the week actually goes.
01 /
You cannot see the surface at all
Search rankings have tools; AI answers mostly have anecdotes. Nobody at the company can say what assistants answer for your forty most valuable questions.
02 /
Rivals are becoming the default answer
Assistants cite whoever wrote the citable content. Every week the gap stands, their answers compound - and buyers meet them a step before they meet you.
03 /
GEO advice is everywhere, programs are nowhere
The tactics are published; the standing motion - measure, prioritize, produce, re-measure - is a workload nobody staffs.
⟨ CITATION TRACKER ⟩WEEKLY · LIVE
⟨ WITH ASTROFABRIC ⟩
What changes when agents carry the work.
The audit that makes it measurable
Your target questions put to live assistants, the answers recorded, the citations mapped - your baseline, and the target list ranked by winnability.
asked → recorded → ranked
Content engineered for citation
Liftable definitions, honest comparisons, precisely-stated answers - the formats assistants select, drafted against your gaps and staged for review.
gap → format → staged draft
The technical layer, verified
Crawlability for AI user agents, structured data, llms.txt and clean hierarchies - checked and fixed so nothing mechanical blocks retrieval.
crawlable → parseable → citable
Movement, reported weekly
Which questions now cite you, which gaps stayed stubborn, which rivals gained - against the baseline, every week.
baseline → delta → next briefs
⟨ MISSIONS YOU WOULD RUN ⟩
Described in plain language. Delivered end to end.
AI VISIBILITY
Citability audit + fixes → GitHub PR
Your site read the way machines read it, with the blocking issues fixed in a pull request you review.
Site AuditAI VisibilityGitHub
ONE MISSION · EVIDENCE ATTACHED
SEO & CONTENT
Answer-gap content sprint
The winnable questions turned into citation-built briefs and drafts, staged in your CMS with tasks tracked.
AI VisibilityKeyword IntelligenceSanityAsana
ONE MISSION · EVIDENCE ATTACHED
Three of a hundred. The full playbook library ships in every workspace, and anything you can describe becomes a mission.
⟨ GOVERNED AUTONOMY ⟩
Safe enough to actually turn on.
⟨ CONTROL PLANE ⟩ENFORCED AT RUNTIME · NOT ADVISORY
Honest measurement, by design
The same question set, re-asked on schedule, against a recorded baseline - movement you can defend in a board deck.
Content ships through your gates
Citation-built drafts pass the same editorial QA and approval queue as everything else published in your name.
Site changes arrive as pull requests
Technical fixes land as PRs with the findings attached. Nothing merges itself.
Questions, answered.
What exactly gets measured?
The buyer questions in your category, sampled across the AI answer engines: who is mentioned, who is cited as a source, in what order, with what framing. Captures are timestamped and archived, so share-of-voice is a trend you can audit rather than an impression.
How fast can citations actually change?
Faster than rankings: engines re-fetch sources continuously, so a well-built page against a weak answer can appear in citations within weeks. The publish-and-verify loop - ship against a gap, re-sample until the citation flips - is measured in days per iteration.
Is this just SEO with new words?
It overlaps and diverges: classic SEO earns positions, GEO earns citations inside generated answers. The disciplines share fundamentals - crawlability, structure, authority - but citation share responds to answer-shaped content, stated statistics and entity clarity in ways rankings never required.
⟨ DEPLOY ASTROFABRIC ⟩
Claim the answers before they harden.
Baseline this week; the first gap briefs by next.