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.
CHECKS
FACTS
Hours, services, credentials
CHECKS
REASONS
Why the assistant picked it
SOURCE OF TRUTH
OWNER
Confirmed business facts
STATES
4
Correct, outdated, wrong, absent
What is checked
When an assistant names a business it usually says something about it: open until nine, known for gentle care, handles rebate paperwork, speaks Tagalog. Each of those statements is checked against the facts the business has confirmed. The reading records every statement and marks it with one of four states.
| State | Meaning | Usual next step |
|---|---|---|
| Correct | Matches the confirmed facts | Keep the sources that produced it consistent |
| Outdated | Was true once: old hours, a former address, a dropped service | Correct the listing or page still carrying it |
| Wrong | Never true for this business | Find the source and correct it; check for a name mix-up |
| Absent | A fact the question asked for is missing | Publish it clearly on the site and listings |
Fact types and where they live
Each kind of fact has a home source, and the reading notes which source the assistant appears to have used. The niche pages name many of these homes directly.
| Fact type | Example from the panels | Where it usually comes from |
|---|---|---|
| Hours | “Restaurant near Oracle Park before a Giants game” | Business profiles on Google, Bing, Apple Maps and Yelp |
| Insurance accepted | “Chiropractor in Santa Clara that takes Blue Shield” | Practice site, directory profiles |
| Language spoken | “Insurance agent in Daly City who speaks Tagalog” | Profile attributes, team pages, reviews |
| License or credential | CSLB C-36 for a plumber | State records, the business's own site |
| Specialty | “Therapist in San Mateo who specializes in anxiety and takes Blue Shield? Open to telehealth.” | Specialty and approach pages |
| Price context | “Furnace replacement cost in Fremont” | Service pages with cost ranges |
Checking the reasons
The reason an assistant gives for a pick deserves the same care as a fact. If a med spa is recommended as “known for natural-looking results,” the reading checks that the phrase is a fair summary of what customers say. The health niche pages ask for careful wording: acupuncture pages written without overpromising, and safety information explained clearly, since AI weighs safety-related information heavily. A reason that overstates is marked for correction even when it flatters the business.
The best outcome is a reason that matches what the business wants to be known for. That is the goal Bay Area AEO states in its mission: making sure AI assistants know who a business is, what it does best, and why they should recommend it.
The most common error
Bay Area AEO's coffee shop page names opening times as the most common error it finds, and commits to fixing them everywhere so AI never sends someone to a closed door. Hours are checked in every answer that mentions them. They are also the fact most likely to change, with holiday closures and seasonal schedules, which is why listing consistency is tracked alongside this reading.
How quickly descriptions improve
Description accuracy is usually the first reading to respond to listing work. Many assistants pull live information, so a corrected profile can show up in the answer text within a few weeks. The answer-timelines file sets out how the other readings follow.
Tracing a statement to its source
When a statement is outdated or wrong, the next job is finding where it came from. The sources-cited reading often names it directly: a directory profile with last year's hours, a review that mentions a service the business has dropped, an old page still live on the site. Where the platform shows no source, the listing consistency index narrows the search to the profiles that disagree with the confirmed facts.
The correction goes to the source, and the next monthly run checks whether the answer followed. Repeating a question until a better answer appears would change nothing for real customers, so the observatory corrects the source and lets the monthly panel confirm the result.
RelatedMention rate · Listing consistency index · Review language index · Answer timelines