Network disclosure
All ten sites in this network are published by Bay Area AEO. They cover answer engine optimization in the Bay Area from ten angles and link to one another so readers can move between related topics.
RECORDED
EVERY NAME
In order of appearance
LINKED TO
SOURCES
What each was drawn from
TRACKED
MONTHLY
Recurring names across the panel
SCOPE
PUBLIC
Only what the answer shows
Definition
The competitor reading lists every business other than the one under observation that an answer names, in the order it names them, with any reason or source attached. Across a panel it becomes a table of the businesses AI assistants treat as alternatives, which may differ from the competitors an owner has in mind.
Bay Area AEO's free AI visibility check is framed around this reading: see what the major assistants say about a business, and who they recommend instead. The walkthrough that follows covers what AI says about the business and its competitors.
What is recorded for each competitor
| Field | Why it matters |
|---|---|
| Name as written | Matches the competitor across platforms and months |
| Position in the answer | Shows who the assistant puts first |
| Reason given | Shows what the assistant believes the competitor does best |
| Sources cited for it | Shows which guides, directories or pages carry it |
| Questions and platforms where it appears | Separates a regular from a one-off |
Recurring names
A competitor who appears once is a data point. One who appears across many questions and several platforms is part of how AI understands the category in that place. The observatory counts appearances per competitor across the panel, so a report can name the handful of businesses that assistants return to most often for the owner's questions.
Reading the evidence behind a competitor
The most useful part of the reading is the evidence. When an answer cites a neighborhood guide for a competing bakery, or a brewery trail for a competing taproom, the citation shows a source AI trusts for that question. Bay Area AEO's niche pages name many such sources: Bay Area food lists and roundups for restaurants, regional ale trails for breweries, venue preferred-vendor lists for caterers, Houzz profiles for remodelers. The reading turns a competitor's appearance into a list of places worth earning a mention.
The reasons a competitor is given matter too. If assistants describe a rival dentist as gentle with anxious patients, that phrase usually comes from reviews. A business that offers the same care can invite its own patients to describe it, which the review language index tracks.
Dense markets
The San Jose page notes that assistants handle dense markets by being selective, returning two or three names for a neighborhood question. In the three largest cities the competitor reading often shows the same few businesses across a whole neighborhood panel. Those are the answers where a single new trusted mention or a clearer service page can change the list.
Fair use of the record
The reading uses only what the answers show: the names and reasons given, plus cited public sources. It records what assistants say about other businesses and leaves their customers and staff out of it. Bay Area AEO states that it never uses fake reviews, spam or tactics that could backfire, and the competitor reading supports that approach by pointing to legitimate places to be mentioned.
How competitors appear in a report
A report lists the competitors named most often across the panel, with the platforms and questions where each appears and the reasons assistants give for them. Beside each name sits the evidence: the guides, directories and pages cited for it. The owner sees who AI treats as the alternatives and why, in the assistants' own words.
RelatedSources cited · Trusted mentions index · San Francisco market report · Mention rate