Reach.
Read. Cite.
Imagine you open a hamburger joint. The sign says OPEN, but customers cannot get through the door. That is a Reach problem.
The door is open, but customers cannot find the hamburgers. They leave. That is a Read problem.
Customers find the hamburgers, but cannot carry them out or tell anyone where they came from. That is a Cite problem.
ChatGPT, Gemini, Claude, Siri, and other AI search and answer tools face the same three questions when they encounter your business. AIGNCI makes the three steps inspectable, then helps the right information reach the customer.
Start with the auditThree gates stand between a company and being the answer.
They open in order: Reach, then Read, then Cite.
Reach
Can the machine get the page at all?
A security or performance layer turns automated readers away. Nothing else matters if the page cannot be reached.
Read
Can it find the answer inside the page?
The answer is there, but buried or unlabeled. A person can find it; a machine may quote someone else.
Cite
Will it name you in the answer?
The claim appears only on your site. Without independent corroboration, a model may leave it out.
The gates are sequential, and that is the whole point. Better writing cannot rescue a page a machine was refused. Perfect labeling cannot rescue a page a machine cannot find. Most companies are investing at gate three while failing at gate one, and no dashboard they own reports it.
This is why the order of work is not a matter of preference. An organization can commission excellent content, earn genuine press coverage, and see none of it convert into citations, because the automated reader that would have carried those signals was turned away at the door eighteen months earlier. The spend was real. The gate was shut.
Measured by people who are not us.
of business buyers used AI during their most recent purchase. AI answer engines now rank ahead of vendor websites, product experts and sales reps as a research source.
Forrester, State of Business Buying 2026 · ~18,000 buyersof B2B software buyers now begin their research inside an AI chatbot rather than a search engine.
G2, AI Search Insight Report 2026Share of searches producing a click to a website, with and without an AI summary on the page. Links inside the summary are clicked about 1% of the time.
Pew Research Center · ~69,000 searchesof web page requests are now automated rather than human. Traditional search sends a visitor for roughly every five pages it reads; several AI crawlers read thousands and send none.
Cloudflare Radar, June 2026The figures above are third-party published research, cited so they can be checked, and are not AIGNCI measurements. AIGNCI reports only what it measures directly from public URLs.
What AIGNCI does about it.
We measure all three gates
Reach, read and cite — as coequal disciplines, each with its own findings and its own recommendation. A report covering one of the three measures a third of the problem.
From public addresses only
No access to your analytics, your CRM, or anything behind a login. Every figure states how it was measured, and your own engineers can re-run any of it with a single command.
We report what is working
Favorable findings are printed as prominently as defects, and we correct our own measurement errors inside the report rather than quietly. It is usually configuration, not a rebuild.
Winning the search result and being the answer are different achievements. The first is a ranking you rent. The second is a position you hold — and it is held daily, because one plugin update can silently remove it.
Three gates, five stages, one sequence.
Reach, read and cite are what a buyer needs to understand. The Citation Engine is how the work is actually executed against them — the same sequence, specified to the level an engineer can act on. Neither replaces the other, and every service we sell resolves to one of the three gates.
Two stages sit outside the gates rather than inside one: Map establishes the baseline before any gate is touched, and Compound re-runs the measurement monthly, because a gate that opened in March can close in April without anyone deciding to close it.
The full method, stage by stage