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ExampleThis is a worked example for a business that does not exist, so you can read a full report before paying for one. Every figure in it is made up. Your own report contains only measured values.
Answer the Business
Example report · Juniper Hair Studio
AI visibility audit

Juniper Hair Studio

Hair salon · Austin, TX · scanned August 19, 2026 · 8 prompts × 4 engines
Prepared by
35
/ 100
Invisible
Named in 12 of 32 answers.

Across 12 / 32 probes, Juniper Hair Studio was named, and a competitor was named instead in 5. The gap is concentrated in answerable content and competitive share.

12 / 32
probes named
5
lost to rivals
6
sources cited
+7
vs last scan

Score breakdown

Six weighted checks totalling 100 points.

PillarScoreLevelFinding
Answer presence9 / 30
Named in 38% of probes
Citation footprint8 / 20
Thin — review sites only
Competitive share3 / 11
Rivals took 5 answers outright
Factual accuracy7 / 15
2 wrong facts found
Answerable content1 / 8
no prices anywhere, no service area
Sentiment4 / 6
Positive when named
AI readiness3 / 10
No llms.txt, no schema

The prompt grid

Every tracked buyer question against every engine. 1 named first · mentioned · · absent · competitor named instead.

PromptGPTAIOGEMPPX
HIGHbest hair salon in Austin·
HIGHwhich hair salon in Austin takes walk-ins···
MEDbest colourist in Austin1
MEDaffordable hair salon in Austin··
HIGHhair salon in Austin open now····
MEDtop rated hair salon Austin1
LOWsalon in Austin for curly hair···
LOWwalk in haircut Austin··

Who is named instead

Sable & Stone Salon48%
Cited by three local city guideswins 18
Eastside Hair Co.37%
Deep Yelp review historywins 14
Vine Street Studio24%
Service pages per treatmentwins 9
Juniper Hair StudioYOU19%
Thin citations hold visibility backwins 7

Sources the engines cite

SourcePullsStatusNote
Yelp14×staleHours outdated since March
Instagram11×okActive, and linked from the site
Google Business9×okPrimary category correct
StyleSeat6×missingNo profile found
Reddit r/Austin4×riskOne unanswered complaint
juniperhair.com3×staleNo page per service

What AI gets wrong

high
Closes at 5pm on weekdays
Listed as Monday: 8:00 AM – 9:00 PM
chatgpt
med
A well-reviewed salon based in Dallas
Google lists this business in Austin, TX
perplexity

Action plan

Ranked by points won per hour of effort. Completing all 6 should lift the score to roughly 71.

01
Publish an llms.txt and LocalBusiness schema
Engines currently cannot parse the service list, so they fall back to guessing from the homepage.
How to do this
+9 pts
1 hr
02
Correct hours and service area on Yelp
Yelp is the most-cited source about this business and it is out of date.
How to do this
+7 pts
20 min
03
Claim the StyleSeat listing
Cited in 6 probes where the business was absent entirely.
How to do this
+6 pts
30 min
04
Add a page per service, not one Services page
Engines cite pages about balayage and curly cuts, not a page called Services.
How to do this
+6 pts
2 hrs
05
Reply to the open Reddit r/Austin thread
Community threads are quoted near-verbatim by several engines.
+4 pts
15 min
06
Request reviews that name specific services
Competitors win on review depth per service line, not review count.
+4 pts
ongoing

Method & caveats

Each tracked prompt was submitted to 4 answer engines the way a customer would phrase it, through each provider's own grounded search, and every response was parsed for business names and cited sources. Answer engines are non-deterministic: individual probes vary between runs, so a single-point movement is noise and the direction across repeated scans is the signal. Nothing was posted, changed or scraped on any of the business's own listings.

This is an example report for a business that does not exist. Every figure in it is made up.