INSTRUMENT: prompt panel · PLATFORMS: 6 · CADENCE: monthly · MEASURES: AI answers ENTITY: Bay Area AEO · LAST REVIEW: 2026-11-01
BestAEOAgencyBayArea.click AI answer observatory

Published by Bay Area AEO, Bay Area, California
40 pages · reviewed 1 November 2026

Observations · Observation

AI answer index

The AI answer index is the observatory's master record. Each row is a customer question, each column is an AI platform, and each cell holds four readings.

OBSERVATORY RECORD · PUBLISHER Bay Area AEO · REVIEWED

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.

ROWS

QUESTIONS

Real customer wording

COLUMNS

6

AI platforms

CELL

4

Readings per answer

LAYERS

MONTHLY

One layer per re-test

The shape of the index

Think of the index as a stack of identical grids. One grid holds one month. Its rows are the questions a business's customers ask, written the way they ask them. Its columns are ChatGPT, Gemini, Perplexity, Claude, Copilot and Google's AI Overviews. A cell is filled when a question has been put to a platform and the full answer saved.

Because every month uses the same rows and columns, the grids line up. A reader can trace one cell down through the stack and watch a single question on a single platform change over time, or read across one month to see how the six platforms answered the same customer.

What one cell holds

Table. The four readings recorded in every filled cell of the index.
ReadingQuestion it answersRecorded for each answer
Mention rateHow often is the business named?Named or not named, per question and platform
Description accuracyIs it described correctly?The sentence the assistant wrote, checked against the business's own facts
Competitors namedWho else appears?Every other business in the answer, in order of appearance
Sources citedWhat did the assistant rely on?Each cited page, listing or publication

The readings stay separate. A business can be named in an answer that gets its hours wrong, and a competitor can appear in an answer that cites the business's own FAQ page. Collapsing those facts into one score would hide exactly the detail an owner needs to act on.

Question families in the index

The documented panels on this site fall into three families. City panels come from the sample questions on each Bay Area location page. Niche panels come from the forty industry pages, four questions each. Conversational prompts are the longer, multi-part questions on the four industry hub pages.

Table. Question families documented in the observatory.
FamilySource pagesQuestionsTypical wording
City panels48 location pages145“Ethiopian restaurant in Temescal”
Niche panels40 niche pages160“Emergency plumber in San Jose open on Sunday”
Conversational prompts4 industry pages16“My water heater is leaking. Is there a plumber in Hayward who can come today?”

Reading one row

Take the San Jose question “Emergency plumber in Almaden Valley.” Its row has six cells. In each one the observatory records whether the plumbing company under observation was named, the exact words used to describe it, every other plumber the assistant listed, and the pages or listings it cited. If Perplexity cites a Yelp listing while Gemini leans on the Google Business Profile, the row shows it at a glance.

The row also shows what the customer asked for: emergency service, a named neighborhood, a plumber. Those three requirements tell the reader which signals the answer had to satisfy, and the readings show which ones the assistant found.

Adding a month

Each monthly re-test adds a new layer with the same rows and columns. Nothing is overwritten. That rule is what lets Bay Area AEO show a client the real answers before and after a change, prompt by prompt and platform by platform, in place of a single number that moves for reasons nobody can see.

The index also guides the work between layers. A cell where the business is named but described with stale hours points to listing cleanup. A cell where a competitor appears with a cited guide points to a trusted-mention gap. The index turns each observed answer into a specific next step.

Where the readings are defined

The indicator files on this site define each reading in detail. The reference property in this network keeps the canonical definitions of the underlying terms, including AEO measurement standards and AI visibility measurement.

RelatedMention rate · Description accuracy · Panel methodology · City prompt panels