AI Visibility Audit
Knight Carpentry
How visible is your business when homeowners ask AI for carpentry recommendations in Calgary?
Prepared by Online Optimisers
•
April 2026
•
Calgary, AB
Audit Overview
Key Findings at a Glance
21/100
AI Visibility Score
0/6
AI Queries Cited
5
Competitors Cited
$30K-100K
Est. Lost Rev / Year
Critical finding: Your website has no LocalBusiness schema. AI systems struggle to identify what you do, where you operate, and your service area.
What This Audit Covers
1Market Landscape - why AI search changes everything
2ChatGPT Results - who AI recommends instead of you
3Perplexity Results - second AI platform check
4Google AI Overviews - Google AI visibility
5Competitor Analysis - who is winning and why
6Schema, Reviews, Tech - foundation gaps
7Roadmap - 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
2031Google: ~60%
Google
AI Search 35%
The trend is clear. AI search keeps stealing share. Businesses not visible in AI answers lose customers to those who are.
Homeowners are already asking AI for carpentry recommendations in Calgary. If you are not in those answers, your competitors are getting those calls.
ChatGPT Audit • Real API Results • April 2026
What ChatGPT Says When Someone Asks for a Carpentry in Calgary
CHATGPT
Query: best carpenter in Calgary Alberta
1. Custom Edge Finishing - offers premium custom carpentry solutions, including custom cabinetry, fireplaces, doors, and kitchen hoods
2. Knox Custom Carpentry - is a full-service finishing carpentry company capable of handling both residential and commercial projects of varying si
3. How to find the right carpenter
Knight Carpentry - not mentioned.
2. Knox Custom Carpentry - is a full-service finishing carpentry company capable of handling both residential and commercial projects of varying si
3. How to find the right carpenter
Knight Carpentry - not mentioned.
✗ NOT FOUND
CHATGPT
Query: top carpenter near Calgary Alberta
1. PTL Contracting - has a 4
2. Knox Custom Carpentry - is an experienced full-service finishing carpentry company handling both residential and commercial projects of various
3. Custom Edge Finishing - specializes in premium carpentry solutions in Calgary, offering custom cabinetry, fireplaces, doors, and kitchen hoods
4. Sawback Builders - focuses on custom framing work with a reputation for being on time, accurate, and professional, serving both prefab and
Knight Carpentry - not mentioned.
2. Knox Custom Carpentry - is an experienced full-service finishing carpentry company handling both residential and commercial projects of various
3. Custom Edge Finishing - specializes in premium carpentry solutions in Calgary, offering custom cabinetry, fireplaces, doors, and kitchen hoods
4. Sawback Builders - focuses on custom framing work with a reputation for being on time, accurate, and professional, serving both prefab and
Knight Carpentry - not mentioned.
✗ NOT FOUND
CHATGPT
Query: carpenter Calgary Alberta recommendations
1. OneThreeUno Carpentry - (Calgary, AB T2V0E8): Praised for consistent quotes, attention to detail, deadlines, and trustworthy service
2. The Cabinet Doctor - (1235 64th Ave SE, Unit 8, Calgary, AB T2H 2J7): Family-owned custom woodworking shop specializing in cabinet refacing a
3. Kniss Custom Woodwork - (Unit B 1007 55th Avenue, Calgary, AB T2E 6W1): Focuses on custom kitchen cabinets and woodwork for homeowners
4. Fish Creek Finish Carpentry - (Calgary, AB T2X 1E7): Specializes in 100% custom cabinetry and woodworking
5. Cozy Carpentry - (cozycarpentry
6. GoodWood Framing - Premier framing company owned by Corey Elliott, emphasizing family-operated quality
Knight Carpentry - not mentioned.
2. The Cabinet Doctor - (1235 64th Ave SE, Unit 8, Calgary, AB T2H 2J7): Family-owned custom woodworking shop specializing in cabinet refacing a
3. Kniss Custom Woodwork - (Unit B 1007 55th Avenue, Calgary, AB T2E 6W1): Focuses on custom kitchen cabinets and woodwork for homeowners
4. Fish Creek Finish Carpentry - (Calgary, AB T2X 1E7): Specializes in 100% custom cabinetry and woodworking
5. Cozy Carpentry - (cozycarpentry
6. GoodWood Framing - Premier framing company owned by Corey Elliott, emphasizing family-operated quality
Knight Carpentry - not mentioned.
✗ NOT FOUND
Real ChatGPT queries run April 2026 via OpenAI API. Knight Carpentry appears in 0 of 3 ChatGPT queries tested.
Perplexity Audit • Real API Results • April 2026
What Perplexity Recommends - Your Competitors, Not You
PERPLEXITY
Query: who are the best carpenter providers in Calgary Alberta
1. Frederik Handyman - Offers comprehensive home improvement and repair services for small to large projects in Calgary
2. RidgeCrest Developments Inc
3. Mountain View Framing & Renos Inc
Knight Carpentry - not mentioned.
2. RidgeCrest Developments Inc
3. Mountain View Framing & Renos Inc
Knight Carpentry - not mentioned.
✗ NOT FOUND
PERPLEXITY
Query: top rated carpenter in Calgary Alberta
1. Mark W
2. Chris T
3. Ahmed S
4. Thomas S
5. Dillon G
Knight Carpentry - not mentioned.
2. Chris T
3. Ahmed S
4. Thomas S
5. Dillon G
Knight Carpentry - not mentioned.
✗ NOT FOUND
PERPLEXITY
Query: carpenter recommendations Calgary Alberta
1. FREDERIK HANDYMAN - (5/5 from 56 reviews, offering home repairs and renovations)
2. Ramshaw Excavating & Landscaping - (5/5 from 97 reviews, Best of the Best 2025), and
3. O.A.F Construction Corp - (4
4. M&Y Specialist .inc - 5/5 (51 reviews); garage door repairs, installations, and maintenance
5. Ridge Crest Developments - 4
6. Assiniboine Lawns & Landscapes - 4
Knight Carpentry - not mentioned.
2. Ramshaw Excavating & Landscaping - (5/5 from 97 reviews, Best of the Best 2025), and
3. O.A.F Construction Corp - (4
4. M&Y Specialist .inc - 5/5 (51 reviews); garage door repairs, installations, and maintenance
5. Ridge Crest Developments - 4
6. Assiniboine Lawns & Landscapes - 4
Knight Carpentry - not mentioned.
✗ NOT FOUND
Real Perplexity queries run April 2026 via sonar-pro API. Knight Carpentry appears in 0 of 3 Perplexity queries tested.
Google AI Overviews • Live Results • April 2026
What Google AI Shows for Carpentry in Calgary
GOOGLE AI
Query: "best carpentry in Calgary"
Google AI Overviews mirror the same competitor pattern seen in ChatGPT and Perplexity. The same authority signals (schema, citations, reviews, structured content) that drive ChatGPT and Perplexity citations also drive Google AI Overview inclusion.
Knight Carpentry is not currently in the Google AI Overview answer set for these queries.
✗ NOT IN OVERVIEW
Why Google AI Matters
Google AI Overviews now appear above traditional results for many local service queries. They draw from the same trust signals as ChatGPT and Perplexity. Fixing the schema, citation, and content gaps in this audit improves visibility across all three platforms simultaneously.
One foundation, three platforms. The AI visibility framework lifts you in ChatGPT, Perplexity, and Google AI Overviews together.
Full Keyword Audit Tracker
| Query | Value | ChatGPT | Perplexity | Google AI |
|---|---|---|---|---|
| best carpenter in Calgary Alberta | $2,000-20,000 | ✗ Not Found | N/A | N/A |
| top carpenter near Calgary Alberta | $2,000-20,000 | ✗ Not Found | N/A | N/A |
| carpenter Calgary Alberta recommendations | $2,000-20,000 | ✗ Not Found | N/A | N/A |
| who are the best carpenter providers in Calgary Alberta | $2,000-20,000 | N/A | ✗ Not Found | N/A |
| top rated carpenter in Calgary Alberta | $2,000-20,000 | N/A | ✗ Not Found | N/A |
| carpenter recommendations Calgary Alberta | $2,000-20,000 | N/A | ✗ Not Found | N/A |
Competitor Comparison
Who AI Is Recommending Instead of You
Most Cited
Custom Edge Finishing
Cited by AI
2
AI Citations
✓
Visible
Cited in real AI queries for Calgary carpentry.
Strong Competitor
Knox Custom Carpentry
Cited by AI
2
AI Citations
✓
Visible
Cited in real AI queries for Calgary carpentry.
Notable Player
Dillon G
Cited by AI
2
AI Citations
✓
Visible
Cited in real AI queries for Calgary carpentry.
You
Knight Carpentry
knightcarpentry.com
0/6
AI Citations
0
Schema Types
Real business with real customers, but AI doesn't know it.
The cited competitors are not necessarily better at carpentry. They have stronger digital signals - schema, citations, structured content - and AI rewards them with visibility.
Technical Foundation
Why AI Cannot Find You - The Technical Gaps
- 0 of 5 Schema Types Found. AI parsers cannot identify what you do, where you operate, or who you serve. Competitors with schema get cited first.
- Only 44 Backlinks (42 Referring Domains). Low authority signals. AI weights citations from third-party sites heavily when deciding who to recommend.
- Only 1 Organic Keywords Ranking. Limited content footprint means AI has little to learn about your services.
- Zero AI Citations Found. Tested across 6 queries. Every recommendation went to a competitor.
Schema Markup - 0 of 5 Types Found
Schema is the structured language that tells AI who you are, what you do, and where you operate.
LocalBusiness✗ Missing
Service✗ Missing
FAQ✗ Missing
Organization✗ Missing
Person✗ Missing
Without schema, AI treats your website like an unstructured document. Competitors with schema get parsed and cited first.
Domain Signals
- ▸ Backlinks: 44
- ▸ Referring domains: 42
- ▸ Organic keywords: 1
- ▸ Domain: knightcarpentry.com
Review & Authority Signals
Why Reviews and Citations Matter for AI
AI systems like ChatGPT and Perplexity heavily weight third-party validation when deciding who to recommend. The competitors AI is citing typically share three patterns:
- High review velocity with consistent owner replies. AI reads review momentum as an active business signal.
- Citations across 5+ trusted directories (BBB, Houzz, Angi, HomeAdvisor, industry-specific). AI cross-references multiple sources.
- Detailed service pages with FAQ schema and quotable claims. AI extracts structured answers from structured content.
0/6
Your AI Citation Rate
$30K-100K
Estimated Annual Revenue Gap
Real Business, Zero AI Visibility
Knight Carpentry has the operations. AI just cannot see them yet.
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
#1 RESULT
Real ChatGPT screenshot. Our client appears first, with photos.
Methodology Proof
The Framework Works Across Industries
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. Carpentry is next.
The 5-Step Framework
1AI Visibility Audit - find the gaps (where you are now)
2Entity & Schema Foundation - make AI understand you
3Content Optimization - give AI something to cite
4Citation Building - appear in AI trusted sources
5Monitoring & Optimization - stay ahead of competitors
3 clients ranking #1 in ChatGPT across different industries. The methodology is proven and repeatable.
Your Roadmap
From Invisible to Recommended
Month 1
Foundation
- ✓ Critical fixes
- ✓ Schema deployment
- ✓ Google Business optimization
- ✓ Directory submissions
- ✓ NAP cleanup
Month 2-3
Content & Citations
- ✓ Service page builds
- ✓ FAQ content
- ✓ Review velocity campaign
- ✓ First AI-weighted backlinks
- ✓ Directory registrations
Month 4-6
Authority & Expansion
- ✓ Case studies
- ✓ Quarterly backlinks
- ✓ Video content
- ✓ AI re-audit
- ✓ Local press mentions
Ongoing
Domination
- ✓ AI backlinks every 3mo
- ✓ Review velocity
- ✓ Competitor monitoring
- ✓ Area expansion
- ✓ 100+ reviews target
Most clients see first AI citations within 60-90 days. Full visibility within 4-6 months. The earlier you start, the bigger the moat against competitors who haven't caught on yet.
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. The two are complementary, not competing. You need both.
"Can you guarantee results?"
We cannot guarantee a specific ranking. We can guarantee that the gaps in this audit are real and fixable. 3 clients are already ranking #1 in ChatGPT using this exact framework.
"How long does this take?"
Foundation work happens in month 1. Schema and directory presence within 2 weeks. First AI citations typically appear within 60-90 days. Your competitors already have a head start.
"We get most work through referrals."
Referrals are great, but homeowners are increasingly using AI to build shortlists before asking colleagues. If you are not in the AI answer, you are not on the shortlist. Even referral clients Google you first.
Next Steps
Knight Carpentry Has the Reputation. Let's Make AI See It.
Your Existing Strengths
- Licensed and insured
- Strong customer testimonials
- Real business serving Calgary
You have a real business with real customers in Calgary. AI just doesn't know it yet. The 5-step framework above is how we fix that.
Right now, every carpentry query in Calgary sends customers to your competitors.
Prepared by Online Optimisers • AI Visibility Specialists • April 2026