C A S E S T U D Y
C L E A R A L I G N E R T H E R A P Y · M I D T O W N M A N H A T T A N
ZERO AI PRESENCE TO THE #1 SOURCE LINK, FROM ONE PAGE
In March 2026, Google's AI Overview for the query SureSmile clear aligner therapy Midtown Manhattan returned eight source links, all competitors. The Dental Boutique held no position. AG2 Cites rebuilt one page around two interview-sourced entities no competitor had. The first citation landed within 48 hours; the #1 source link within 31 days.
By Scott Redford, Founder of AG2 Cites.· Published June 22, 2026 · Updated July 1, 2026
AT A GLANCE:
| I N D U S T R Y | L O C A T I O N | A T B E N C H M A R K | F I R S T A I C I T A T I O N | F U L L R E S U L T |
|---|---|---|---|---|
|
Clear aligner
orthodontics |
Single practice,
Midtown Manhattan |
Eight AI source
links, all competitors |
48 hours after
deployment |
#1 AI source link
in 31 days |
S U M M A R Y
In March 2026, Google's AI Overview for the query SureSmile clear aligner therapy Midtown
Manhattan returned eight source links, all competitors. The Dental Boutique held no position in the
answer layer buyers read before they click. AG2 Cites rebuilt one page around two interview-sourced entities
that appeared on no competitor site. The practice earned its first AI citation within 48 hours of
deployment. Within 31 days it held the #1 AI source link, the #2 AI mention, and the #1 organic position.
On the entity-specific query the citation rate reached 96%. No off-page work ran during the window.
From a single-page deployment to the first AI citation on the core commercial query. The March 20 capture shows the practice already at the #1 AI source link, two days after a benchmark that named it nowhere.
Citation rate on the entity-specific query, measured as the share of tracked days with an active source link. Generic category queries for the same practice held 0%. The split is the whole finding.
T H E S I T U A T I O N
EIGHT COMPETITOR LINKS. ZERO FOR THE CLIENT
On March 18, 2026, Google's AI Overview for SureSmile clear aligner therapy in Midtown Manhattan cited eight source links. Every one resolved to a competing practice. The Dental Boutique appeared in none of them. That query carries the commercial intent for the service. A buyer reading the AI answer met eight competitors and never saw the client.
T H E E I G H T S O U R C E L I N K S A T B E N C H M A R K
The Dental Boutique: not present.
T H E B A R R I E R
THE PAGE HAD NO ENTITY ARCHITECTURE
The existing clear-aligner-therapy page ran 620 words. It carried no schema, no named credentials, and no differentiator an answer engine could attribute to a single source. AI answer engines cite pages whose entity architecture matches the semantic shape of the query. This page had none.
Generic descriptions of a
service every competing
practice also offered.
LocalBusiness,
Service, and FAQ structured
data were absent.
No named tools, credentials, or techniques unique to the
client's page.
Word count and metadata do not close that gap. The route is entity density, schema that matches the visible copy, and specificity an engine can attribute to one page.
A G 2 S I T E S ' S A P P R O A C H
ONE INTERVIEW. TWO ENTITIES NO COMPETITOR HAD
The work began with a Proprietary Entity Extraction Interview with Dr. Carlos Huerta. AG2 Cites runs this before any drafting. It recovers what web research and competitive sweeps cannot: credentials, tools, and clinical history that live in a practitioner's knowledge and appear nowhere in a search index. From the interview and a competitive sweep of three Manhattan practices, AG2 Cites built an Entity Authority Map of scored entities across four tiers. Two entities carried the result
SURESMILE KEY OPINION LEADER DESIGNATION
Dr. Carlos Huerta holds the SureSmile Key Opinion Leader designation — one of fourteen designated nationwide, and the only one in the Northeast. Neither fact appears in any public database. Sourced from interview transcript · on no competitor page.
AIR-PRESSURIZED ALIGNER FABRICATION
The Dental Boutique fabricates its clear aligners in-house using an air-pressurized forming technique. The method lives in the practice's own lab and appeared on no competitor page. Sourced from interview transcript on no competitor page.
These are the entities that win AI citations. They existed on one page in the search results, because they were not on the web before AG2 Cites placed them there.
R E S U L T S 3 1 D A Y S
31 DAYS LATER
By April 17, 2026, the same query that had named eight competitors named The Dental Boutique first, with a credential no other practice received.
| S I G N A L | B E N C H M A R K , M A R 1 8 | O U T C O M E , A P R 1 7 |
|---|---|---|
|
S I G N A L
AI Overview presence
|
B E N C H M A R K , M A R 1 8
Not present
|
O U T C O M E , A P R 1 7
#2 AI mention
|
|
S I G N A L
Opening sentence
|
B E N C H M A R K , M A R 1 8
Absent
|
O U T C O M E , A P R 1 7
Named a premium practice
|
|
S I G N A L
Source link position
|
B E N C H M A R K , M A R 1 8
8 of 8 to competitors
|
O U T C O M E , A P R 1 7
#1 AI source link
|
|
S I G N A L
Organic position
|
B E N C H M A R K , M A R 1 8
Not captured
|
O U T C O M E , A P R 1 7
#1 organic
|
|
S I G N A L
Unique capability line
|
B E N C H M A R K , M A R 1 8
None
|
O U T C O M E , A P R 1 7
KOL credential cited verbatim
|
Under Top Locations, The Dental Boutique appeared first with a capability line. Competitors received addresses. The client received a credential.
#1
A I S O U R C E L I N K
#2
A I M E N T I O N
#3
O R G A N I C P O S I T I O N
W H A T G O O G L E ' S A I O V E R V I E W W R O T E
THE CREDENTIAL, QUOTED VERBATIM
“SureSmile clear aligner therapy in Midtown Manhattan is offered by premium practices like The Dental Boutique and Aesthetic Dentistry of Manhattan.”
Google AI Overview · April 17, 2026 · opening paragraph
“Employs Dr. Carlos Huerta, a Key Opinion Leader in SureSmile, using in-house digital lab planning.”
Google AI Overview · April 17, 2026 · Top Locations section
No other practice in the Top Locations section received a capability description. The KOL credential was sourced verbatim from the interview transcript. Google surfaced the practice across four separate attribution markers: the opening paragraph, the locations section, the treatment overview, and the cost section.
Caption: Google AI Overview for SureSmile clear aligner therapy Midtown Manhattan, captured March 20, 2026, showing The Dental Boutique at the #1 AI source link, 48 hours after deployment.
C I T A T I O N T R A C K I N G · S E L E C T P R O M P T S
ENTITY-SPECIFIC: 87–96%. GENERIC: 0%
Prompts tied to an entity only- the Dental Boutique held— the KOL designation, the therapy dog service, the failed-online-aligner correction — held citation rates above 87%. Services every competing practice also offered held below 12%.
| P R O M P T | C I T A T I O N R A T E | B E S T P O S I T I O N |
|---|---|---|
|
P R O M P T
SureSmile clear aligner therapy Midtown Manhattan
|
C I T A T I O N R A T E
96%
|
B E S T P O S I T I O N
#1
|
|
P R O M P T
Anxiety-free cosmetic dentist, therapy dog
|
C I T A T I O N R A T E
93%
|
B E S T P O S I T I O N
#1
|
|
P R O M P T
Failed online aligner correction NYC
|
C I T A T I O N R A T E
88%
|
B E S T P O S I T I O N
#1
|
|
P R O M P T
SureSmile Key Opinion Leader dentist NY
|
C I T A T I O N R A T E
87%
|
B E S T P O S I T I O N
#1
|
|
P R O M P T
Best dentist clear aligners near Herald Square
|
C I T A T I O N R A T E
67%
|
B E S T P O S I T I O N
#1
|
|
P R O M P T
SureSmile vs Invisalign dentist NYC
|
C I T A T I O N R A T E
8%
|
B E S T P O S I T I O N
#5
|
|
P R O M P T
Best dentist teeth whitening near Herald Square
|
C I T A T I O N R A T E
0%
|
B E S T P O S I T I O N
not cited
|
Citation rate: share of tracked days with an active source link. Pulled June 9, 2026.
T H E M E C H A N I S M
COMPETITORS CAN BUY DOMAIN AUTHORITY. THEY CANNOT BUY THE INTERVIEW.
AI answer engines weigh entity density, structural schema, and content specificity more heavily than backlink profiles. The practice held the citation on entity work alone — no backlinks were built, and no off-page activity ran during the window, which isolates the page itself as the lever that moved.
Q U E S T I O N S
QUESTIONS ABOUT THIS RESULT
Did the result come from backlinks or domain authority?
No. No off-page activity ran during the results window, which isolates the page as the causal lever. The practice competed against multi-location groups with higher domain metrics and still took the #1 AI source link.
How long did the citation hold?
On the entity-specific query, the citation rate reached 96%, pulled June 9, 2026. Generic category prompts the practice shared with every competitor held at or near 0%. The durable positions were the ones anchored to an entity only this practice owned.
Does this work outside dentistry?
The method is industry-agnostic: it depends on surfacing entities a client holds that competitors have not published. The same approach earned a P&C insurance billing platform the #2 position in Google AI Overviews within 45 days from the lowest Domain Trust score in its set.
Volatility disclosure. AI answer surfaces are volatile. Citation positions and AI Overview content change as engines update, as competitors publish, and as queries are re-run. The figures on this page are point-in-time measurements with the dates shown.
They are not a forecast and not a guarantee of future positions for any engagement.