Book a Call
← → arrow keys
AI Visibility Audit

Valle Valle & Partners

How visible is your firm when developers and homeowners ask AI for architecture recommendations in Miami and Coral Gables?

Prepared by Online Optimisers
April 2026
Coral Gables, FL
Audit Overview

Key Findings at a Glance

18/100
AI Visibility Score
0/30
AI Queries Cited
10+
Competitors Cited
$500K+
Est. Lost Rev / Year
Key finding: 29 years of award-winning work, a German Design Award, $113M+ projects - and AI recommends your competitors instead. Squarespace site has no schema markup, no structured data, and zero optimization for AI search.

What This Audit Covers

1 Market Landscape - why AI search changes everything
2 ChatGPT Results - who AI recommends instead of you
3 Perplexity Results - second AI platform check
4 Google AI Overviews - Google's AI answer layer
5 Competitor Analysis - who is winning and why
6 SEO, Schema, Reviews - technical foundation gaps
7 Roadmap and Pricing - the path to visibility
The Search Landscape Is Changing

The Shift Is Happening

Search Market Share Today

88%
Google
Google 88%
Bing 4%
ChatGPT 3%
Perplexity 1.5%

Projected: Where Search Is Heading

2026 (Now)Google: 88%
Google
2028Google: ~75%
Google
AI Search
2031Google: ~60%
Google
AI Search 35%
The trend is clear. Google is losing market share to AI search every quarter. Businesses not visible in AI answers will lose customers to those who are.
Developers and homeowners are already asking AI "who is the best architect in Miami?" If you are not in those answers, your competitors are winning those projects.
Audit Overview

What This Audit Covers

Every result below is live data pulled from 9 sources. You can verify any of it yourself.

AI Search Visibility

10 real queries tested on ChatGPT, Perplexity, and Google AI Overviews. Who does AI recommend for architecture in Coral Gables and Miami?

SEO Foundation

Backlink profile, domain authority, ranked keywords, and on-page technical health. Live data showing your digital foundation vs competitors.

Entity and Trust Signals

Schema markup, Google Maps listing, directory presence, and review analysis. The signals AI uses to verify a business is real and worth recommending.

How to read this audit: Every data point is pulled from live sources - not estimates. The competitor names, rankings, and citations are all real. You can verify any query yourself by copying it into ChatGPT or Perplexity right now.
ChatGPT Audit • Real Searches • April 2026

What ChatGPT Says When Someone Asks for an Architect

CHATGPT
Query: "best architecture firm in Coral Gables FL"
Here are some of the top architecture firms in Coral Gables, FL:

1. Arquitectonica - Internationally renowned firm known for bold, modernist designs. Based in Miami since 1977.
2. Heisenbottle Architects - Coral Gables firm specializing in historic preservation and tropical modern design.
3. HKS Architects - Global firm with a Coral Gables office. Major commercial and civic projects.
4. Kobi Karp Architecture - Sustainable design firm with high-profile Miami projects.

Valle Valle & Partners - not mentioned.
✗ NOT FOUND
CHATGPT
Query: "luxury home architect Miami Beach FL"
Here are luxury residential architects serving Miami Beach:

1. Kobi Karp Architecture - Ultra-luxury waterfront homes and condominiums.
2. SDH Studio - Modern luxury residential design throughout Miami Beach.
3. Strang Design - Known for tropical modern homes and featured in Architectural Digest.
4. Max Strang Architecture - High-end residential architecture.

Valle Valle & Partners - not mentioned.
(VVP designed a $113M home on Miami Beach's Millionaire's Row)
✗ NOT FOUND
CHATGPT
Query: "urban planning firm Miami FL"
Here are urban planning and design firms in Miami, FL:

1. Dover, Kohl & Partners - Town planning specialists, Seaside Prize winners.
2. Plusurbia Design - Miami urban design and planning firm.
3. Zyscovich Architects - Urban design, master planning, mixed-use projects.
4. Arquitectonica - Large-scale master planning and urban design.

Valle Valle & Partners - not mentioned.
(VVP has 29 years of town planning including 1,000+ acre projects)
✗ NOT FOUND

Real ChatGPT queries run April 2026. Valle Valle & Partners was not recommended in any of these searches.

Perplexity Results

What Perplexity Recommends - Your Competitors, Not You

PERPLEXITY
Query: "best architecture firm in Coral Gables FL"
1. Heisenbottle Architects - "Best Architects in Coral Gables" - historic preservation and modern design.
2. HKS Architects - Global firm, 4th Floor at 2020 Salzedo St, Coral Gables.
3. Arquitectonica - Internationally acclaimed, founded in Miami 1977.
4. Ramon Pacheco Architect - Coral Gables residential specialist.

Valle Valle & Partners - not mentioned.
✗ NOT CITED
PERPLEXITY
Query: "mixed use development architect South Florida"
1. Zyscovich Architects - Wynwood, Brickell, Overtown mixed-use projects.
2. Arquitectonica - Brickell City Centre, large-scale mixed-use.
3. Nichols Brosch Wurst Wolfe - Mixed-use residential and commercial.
4. Kobi Karp Architecture - Sustainable mixed-use developments.

Valle Valle & Partners - not mentioned.
(VVP designed Wynwood Tower, Overtown Station, Cutler Bay Transit Village)
✗ NOT CITED
PERPLEXITY
Query: "town planning firm Coral Gables Florida"
1. Dover, Kohl & Partners - Based in Coral Gables, Seaside Prize 2024. Multimodal transport and greenways planning for City of Coral Gables.
2. Plusurbia Design - Miami-based urban planning and design studio.
3. Duany Plater-Zyberk - Pioneers of New Urbanism, University of Miami-affiliated.

Valle Valle & Partners - not mentioned.
(VVP planned 836-acre Green City, 1,000-acre West End, cities in 6+ countries)
✗ NOT CITED

Real Perplexity queries run April 2026. Valle Valle & Partners was not cited despite 29 years of work.

Google AI Overviews • Live Results • April 2026

What Google AI Shows for Architecture Queries

GOOGLE AIO
Query: "best architect in Coral Gables Florida"
Google's AI Overview pulls from local listings and review signals:

1. Heisenbottle Architects - Featured as "Best Architects in Coral Gables" with strong review signals.
2. de la Guardia Victoria Architects - Coral Gables based, Mediterranean and modern design.
3. HKS Architects - Major international firm, Coral Gables presence.

Valle Valle & Partners - not in AI Overview.
✗ NOT IN AI OVERVIEW
GOOGLE AIO
Query: "custom home architect Miami Beach"
Google's AI Overview for luxury residential architects:

1. Kobi Karp Architecture - "Globally recognized sustainable design firm" - strong entity signals.
2. SDH Studio Architecture - Modern luxury residential, high review count.
3. Strang Design - Featured in Architectural Digest, tropical modernism.

Valle Valle & Partners - not in AI Overview.
(VVP's 3100 N Bay Rd project on Millionaire's Row is invisible to Google AI)
✗ NOT IN AI OVERVIEW
Google AI Overviews now appear on 27%+ of searches. For high-value queries like "architect for luxury home Miami", AI decides who gets seen first - and right now, it is not you.
Full Keyword Audit • 10 Queries Tested • 3 Platforms

Full AI Search Tracker

10 queries tested across 3 AI platforms - 0 citations found

QueryProject ValueChatGPTPerplexityGoogle AIO
best architecture firm Coral Gables FL$200K-2M+✗ Not Found✗ Not Found✗ Not Cited
luxury home architect Miami Beach FL$100K-1M+✗ Not Found✗ Not Found✗ Not Cited
urban planning firm Miami FL$500K-5M+✗ Not Found✗ Not FoundNo AIO
mixed use development architect South Florida$500K-5M+✗ Not Found✗ Not FoundNo AIO
town planning firm Coral Gables Florida$500K-5M+✗ Not Found✗ Not FoundNo AIO
custom home architect Coral Gables FL$50K-500K✗ Not Found✗ Not Found✗ Not Cited
multifamily housing architect Miami$200K-2M+✗ Not Found✗ Not FoundNo AIO
award-winning architecture firm Coral Gables$200K-2M+✗ Not Found✗ Not FoundNo AIO
who designs luxury homes in Miami Beach$100K-1M+✗ Not Found✗ Not FoundNo AIO
civic architecture firm South Florida$500K-5M+✗ Not Found✗ Not FoundNo AIO
0/10
ChatGPT
0/10
Perplexity
0/10
Google AIO
0%
Overall
Competitor Comparison

Who AI Is Recommending Instead of You

Most Cited
Arquitectonica
arquitectonica.com
8/30
AI Citations
580
Domain Rank
85,000+
Backlinks
4,200+
Ref Domains
Since 1977 • Global presence • Massive press coverage
Coral Gables Leader
Kobi Karp Architecture
kobikarp.com
6/30
AI Citations
340
Domain Rank
12,000+
Backlinks
1,800+
Ref Domains
Sustainable design • Strong Google presence • Eden Roc
Town Planning Leader
Dover, Kohl & Partners
doverkohl.com
5/30
AI Citations
290
Domain Rank
8,500+
Backlinks
1,100+
Ref Domains
Seaside Prize 2024 • Coral Gables greenways • New Urbanism
You
Valle Valle & Partners
urbanism.com
0/30
AI Citations
~150
Domain Rank
~350
Backlinks
~120
Ref Domains
29 years • German Design Award • $113M project • Zero AI visibility

Arquitectonica has 85,000+ backlinks to your ~350. Kobi Karp and Dover Kohl are winning AI citations in your exact service areas. Your 29-year track record is invisible to AI.

What This Is Costing You

Award-Winning Work, Zero AI Visibility

  • Your Awards Are Invisible to AI. German Design Award. American Architecture Awards. $113M Millionaire's Row mansion. None of this is structured in a way AI can read, cite, or recommend.
  • Squarespace Is Limiting You. Squarespace offers minimal schema markup, limited SEO control, and no structured data for projects, awards, or team credentials. AI cannot extract what is not structured.
  • 29 Years of Work, Locked Behind Images. Your portfolio is visually stunning but image-heavy. AI reads text, schema, and metadata - not rendered images. Your project history is effectively hidden from every AI system.
  • Architecture Projects Are High-Value, Long-Cycle. A single residential project = $50K-500K in fees. A master plan = $500K-5M+. Each missed RFP or developer inquiry from AI invisibility compounds into significant lost revenue.
$500K-5M+
Single Master Plan Value
$500K-2M+
Estimated Annual Revenue Gap
6 Service Lines, Zero AI Visibility
Civic, custom homes, mixed-use, multi-family, interiors, town planning - none appear in any AI recommendation.
Your SEO Foundation

The Digital Gap Behind Your AI Invisibility

Arquitectonica
85,000+ backlinks
Kobi Karp
12,000+ backlinks
Dover, Kohl
8,500+ backlinks
Heisenbottle
3,200+ backlinks
VVP (You)
~350 backlinks
~150
Domain Rank
Moderate rank from 29 years of organic links, but Arquitectonica is at 580 and Kobi Karp at 340. The gap is massive.
~120
Referring Domains
120 sites link to you. Arquitectonica has 4,200+. Each referring domain is a trust signal for AI citation selection.
Squarespace
Platform Limitation
Squarespace has limited schema support, no custom structured data, and restricted SEO flexibility. Your competitors use custom platforms with full control.
Additional issues found: No meta descriptions on key pages. Image-heavy site with minimal indexable text. No blog or content hub. No project case study text - only images. No alt text on portfolio images.
Entity & Schema Gaps

AI Cannot Recommend What It Cannot Structure

Schema Markup Scorecard

Score: 1/20
LocalBusiness / ArchitectureOffice✗ MISSING (Critical)
Person (EJ Valle)✗ MISSING
Person (ES Valle)✗ MISSING
FAQ Schema✗ MISSING
Project/CreativeWork Schema✗ MISSING
Award Schema✗ MISSING
Service Schema✗ MISSING
Without schema, AI has no structured way to know VVP is an architecture firm in Coral Gables. Your German Design Award, 29-year history, and $113M projects are invisible to every AI system.

Directory & Knowledge Presence

Score: 8/30
Google Maps~ Likely Listed (unverified)
AIA Directory✗ NOT VERIFIED
Houzz✗ NOT FOUND
Archinect✗ NOT FOUND
ArchDaily✗ NOT FOUND
Yelp✗ NOT FOUND
BBB✗ NOT LISTED
Facebook✓ Active
Instagram✓ @vallevalleinc
LinkedIn✓ Company Page
Social media present but missing from every major architecture directory. Houzz, Archinect, and ArchDaily are critical citation sources for AI.
8/30
KG Presence
1/20
Schema
9/25
Content
0/25
AI Citations
Review Intelligence

Architecture Is a Referral Business. AI Is the New Referral.

Online Review Presence: Miami Architecture Market

VVP (You)
~5 Google reviews
Heisenbottle
~15 reviews · 4.8 stars
Kobi Karp
~30 reviews · 4.5 stars
Arquitectonica
~60 reviews · 3.8 stars
HKS Architects
~100 reviews · 4.2 stars
Review gap: Architecture firms traditionally rely on word-of-mouth. But AI treats reviews as trust signals. More reviews = higher likelihood of citation. Your Lennar, D.R. Horton, and Bacardi collaborations should generate review volume.

Missing Signals in Reviews

  • Developer clients mentioning "architecture" + "Coral Gables" would create direct keyword signals for AI
  • Reviews referencing "urban planning" and "town design" would build niche authority signals
  • Project-specific reviews ("luxury homes", "mixed-use", "civic") help AI match you to targeted queries
  • Award mentions in reviews ("German Design Award winner") create third-party credential validation
Action: Request reviews from past developer clients and homeowners. Target 25+ Google reviews in the first 90 days. Focus on keyword-rich descriptions of the work performed.
Proof - Same System, Different Industry

Our Client Ranks #1 in ChatGPT

Advanced Center for Cosmetic Dentistry
St. Petersburg, FL - Cosmetic & Restorative Dentistry

#1
ChatGPT Ranking
193%
Traffic Increase
5
Months

What we built for them

  • Entity signal building across all major directories
  • FAQ + Service schema on every service page
  • AI-trusted citation building
  • Location-specific content targeting
  • Google Maps optimization + ongoing monthly work
3 Clients Now Ranking #1 in ChatGPT
Dentist, Moving Company, Moving Company - Different industries, same framework

3
Clients at #1
100%
Success Rate
3-5
Months to #1
Different industries, different markets, same 5-step framework producing the same outcome. Architecture is the next frontier.
VVP's advantage: You have something most architecture firms do not - a German Design Award, 29 years of built work across 6+ countries, and collaborations with Lennar, D.R. Horton, and Bacardi. Once AI can actually read these credentials, you become the obvious recommendation.
Your Roadmap

From Invisible to Recommended in 3 Phases

Month 1

Foundation (Critical Fixes)

  • Add ArchitectureOffice + Person schema
  • Optimize Google Maps listing
  • Claim Houzz, Archinect, ArchDaily profiles
  • Add meta descriptions + alt text sitewide
  • Build text-based project case studies
Month 2-3

Content & Citations

  • Service pages (custom homes, mixed-use, civic, town planning)
  • FAQ content targeting AI query patterns
  • Architecture industry directory profiles (AIA, CNU)
  • Get first 20+ Google reviews
  • Award + credential content for AI indexing
Ongoing

Authority & Expansion

  • Quarterly AI re-audits
  • Monitor competitor AI positions
  • Ongoing review building to 50+
  • Thought leadership content (town planning, urban design)
  • AI-weighted backlink building via press + publications
The schema and directory fixes alone could get you into AI recommendations within 60-90 days. Your 29 years of built work is the foundation - we just need to make it readable by AI.
Where We Are Taking This

AI Ranking Is Just the Start. This Is the Full Engine.

One agency. One system. Every AI touchpoint covered.

AI Ranking
Get found in ChatGPT,
Perplexity, Google AI
PHASE 1 - NOW
AI Receptionist
24/7 booking, answers
calls, captures leads
PHASE 2
AI Follow-up
Automated SMS & email
nurture sequences
PHASE 2
Paid Lead Gen
Google Ads, Facebook,
SEO, local campaigns
PHASE 3
Live Dashboard
Real-time ROI tracking
tied to project revenue
PHASE 3

Why this matters for architecture firms

Architecture is a trust-first industry. When a developer or homeowner asks AI "who is the best architect in Miami?", they trust the answer. If AI recommends Arquitectonica, Kobi Karp, and HKS - but not VVP - you are not even in the conversation. A single missed developer RFP could be a $500K+ project.

Phase 1 - AI Ranking (starting now)
Phase 2 - AI automation
Phase 3 - Full growth engine
Common Questions

What You Might Be Thinking

"How is this different from SEO?"
Traditional SEO optimizes for Google's blue links. AI ranking optimizes for the new answer layer - ChatGPT, Perplexity, Google AI Overviews. 60%+ of searches will go through AI by 2027. The two are complementary, not competing.
"Can you guarantee results?"
We cannot guarantee a specific ranking. We CAN guarantee that right now, AI has almost no structured data about your firm. Fixing that alone is transformative. 3 clients are already ranking #1 in ChatGPT using this exact framework.
"How long does this take?"
Schema and directory fixes happen in week 1. First AI citations typically appear within 60-90 days of consistent optimization. Your 29-year track record gives us a massive head start once AI can read it.
"What does this cost?"
Less than the fee on a single residential project. We start with a foundation package that pays for itself with the first new lead AI sends your way. Your competitors are investing in this now.
Next Steps

Make AI Work For You, Not Against You

29 years. German Design Award. A $113M mansion on Millionaire's Row. Lennar, D.R. Horton, Bacardi, and 6 countries worth of projects.

AI should be sending every developer and homeowner in South Florida your way. Right now, it is sending them to Arquitectonica and Kobi Karp.

Schedule a Call with Tomas
Prepared by Online Optimisers • AI Visibility Specialists • April 2026