Local SEO Analysis (March 2026)

Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations.

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Local SEO Analysis (March 2026)

Key Statistics

Metric Value Source
GBP signals share of local pack weight 32% Whitespark 2026
Proximity share of ranking variance 55.2% Search Atlas ML study
Review signals share (up from 16%) ~20% Whitespark 2026
Google searches seeking local info 46% Industry data
Mobile "near me" searches leading to visit in 24h 76% Google confirmed
ChatGPT/AI usage for local recommendations 45% (up from 6%) BrightLocal LCRS 2026
ChatGPT local conversion rate 15.9% Seer Interactive
Google organic local conversion rate 1.76% Seer Interactive
Local pack ads growth (Jan 2025 to Jan 2026) 1% to 22% Sterling Sky

Business Type Detection

Detect from page signals before analysis. This determines which checks apply.

Brick-and-Mortar

  • Physical street address visible in page content or footer
  • Google Maps embed with pin/directions
  • "Visit us at", "Located at", "Come see us"
  • Structured address in LocalBusiness schema

Service Area Business (SAB)

  • No visible physical address
  • Service area mentions: "serving [city/region]", "service area includes"
  • "We come to you", "On-site service", "Mobile [service]"
  • areaServed in schema without address.streetAddress

Hybrid

  • Both physical address AND service area language present
  • "Visit our showroom" combined with "We also serve [areas]"

Impact on checks: SABs skip embedded map verification and physical address consistency. Brick-and-mortar gets full NAP + map checks.


Industry Vertical Detection

Detect from page signals and GBP category patterns. Routes to industry-specific checks from ../seo/references/local-schema-types.md.

Vertical Detection Signals
Restaurant /menu, menu items, reservations, cuisine types, food ordering, "dine-in", "takeout"
Healthcare insurance accepted, patients, appointments, NPI, medical terms, "Dr.", HIPAA notice
Legal attorney, lawyer, practice areas, bar admission, case results, "free consultation"
Home Services service area, emergency service, "free estimate", licensed/insured/bonded, "24/7"
Real Estate listings, MLS, properties for sale/rent, agent bio, brokerage, "open house"
Automotive inventory, VIN, test drive, dealership, service department, "new/used/certified"

If no vertical detected, use generic LocalBusiness analysis path.


Analysis Dimensions

1. GBP Signals (25%)

Primary category is the single most important local pack factor (Whitespark #1, score: 193). Incorrect primary category is the #1 negative factor (score: 176).

Check for:

  • GBP embed or reference detectable on page (Maps iframe, place ID, reviews widget)
  • Primary category appropriateness (infer from page content vs visible GBP data)
  • Evidence of secondary categories (optimal: 4 additional per BrightLocal)
  • GBP posts presence (no direct ranking impact per WebFX, but triggers Post Justifications)
  • Photos/video evidence (45% more direction requests with photos, Agency Jet)
  • Q&A content: check whether GBP Q&A is available for the business category/region; optimize questions and owner answers when available
  • Google Verified badge eligibility (replaced Guaranteed/Screened in Oct 2025)
  • GBP link URL strategy: do NOT link to strongest website page (Sterling Sky Diversity Update -- risks suppressing organic rankings)
  • Business hours visibility on page (businesses open at search time rank higher, factor #5)

Scoring guide:

  • Full: GBP embed present, category signals align, posts active, photos present
  • Partial: Some GBP signals present but incomplete
  • Low: No visible GBP integration on website

2. Reviews & Reputation (20%)

Review velocity matters more than total count. The 18-day rule (Sterling Sky): rankings cliff if no new reviews for 3 weeks.

Check for:

  • Total Google review count visible on page or schema (magic threshold: 10, Sterling Sky)
  • Star rating (31% of consumers only use 4.5+, 68% only use 4+, BrightLocal 2026)
  • Review recency indicators (74% only care about reviews in last 3 months)
  • aggregateRating in schema (ratingValue, reviewCount, bestRating)
  • Third-party review presence (consumers use average of 6 review sites, BrightLocal 2026)
  • Owner response patterns (88% would use business that responds, BrightLocal)
  • Review gating detection: any pre-screening of satisfaction before directing to review platform is prohibited by Google (fake engagement policy) and FTC ($53,088/violation)

Industry-specific:

  • Healthcare: HIPAA prohibits confirming/denying reviewer is a patient in responses
  • Legal: attorney-client privilege considerations in review responses

Scoring guide:

  • Full: 10+ reviews, 4.5+ stars, recent activity, owner responses, multi-platform presence
  • Partial: Some reviews but gaps in recency, rating, or response rate
  • Low: <10 reviews, no recent activity, no responses, single platform only

3. Local On-Page SEO (20%)

Dedicated service pages = #1 local organic factor AND #2 AI visibility factor (Whitespark 2026).

Check for:

  • Title tag contains city/service keywords
  • H1 tag with local intent (city + service)
  • NAP (Name, Address, Phone) visible in page HTML (footer, contact section, header)
  • Dedicated service pages (one page per core service)
  • Location page quality for multi-location sites:
    • >60-70% unique content minimum (industry consensus, no Google-confirmed threshold)
    • Swap test: if you can swap the city name and content still makes sense, it's a doorway page (RicketyRoo method). HVAC company lost 80% rankings + 63% traffic after March 2024 Core Update for this pattern
    • Local photos, area-specific testimonials, local FAQs
  • Embedded Google Map (geographic signal reinforcement, not direct ranking factor -- lazy-load to mitigate speed impact)
  • Click-to-call button (tel: link) and contact form above the fold
  • Internal linking architecture: hub-and-spoke, every critical page within 3 clicks of homepage
  • 2-5 contextual internal links per 1,000 words with descriptive anchor text

Multi-location specific:

  • Store locator with individual crawlable URLs (SSR/SSG preferred over CSR)
  • Subdirectory structure: domain.com/locations/city-name/ (subdirectories consolidate link equity better, Bruce Clay: 50%+ traffic lift)
  • Each location page has unique LocalBusiness schema with @id

Scoring guide:

  • Full: City in title + H1, NAP visible, dedicated service pages, no doorway patterns, good internal linking
  • Partial: Some local signals but missing service pages or doorway page risk
  • Low: Generic title/H1, NAP not visible, thin location pages

4. NAP Consistency & Citations (15%)

Citations declining for traditional pack rankings but 3 of top 5 AI visibility factors are citation-related (Whitespark 2026). Google's July 2025 documentation update removed "directories" from prominence definition.

Check for:

  • NAP extraction: compare Name, Address, Phone from:
    1. Visible page HTML (footer, contact page)
    2. LocalBusiness JSON-LD schema
    3. Any visible GBP data
    • Flag any discrepancies between these three sources
  • Citation presence on Tier 1 directories (check via WebFetch or site: search patterns):
    • Google Business Profile signals on page
    • Yelp: site:yelp.com "Business Name"
    • BBB: site:bbb.org "Business Name"
    • Facebook business page references
  • Apple Maps / Apple business listings awareness: claim and maintain Apple listings; treat Apple Business unified-platform launch/rename claims as TechRadar-sourced and verify against Apple primary before asserting.
  • Bing Places awareness (powers ChatGPT, Copilot, Alexa -- recommend claiming and optimizing)
  • Industry-specific directory recommendations: load ../seo/references/local-schema-types.md for per-vertical citation sources
  • Data aggregator awareness: Data Axle, Foursquare, Neustar/TransUnion (recommend submission for downstream distribution)

Scoring guide:

  • Full: Consistent NAP across page/schema, Tier 1 citations detected, industry directories present
  • Partial: NAP present but inconsistencies, some citations missing
  • Low: NAP discrepancies, no detectable citations, no schema address

5. Local Schema Markup (10%)

Schema is NOT a direct ranking factor (John Mueller confirmed). But enables rich results (43% CTR increase, Webstix case study) and helps AI systems parse business information.

Check for:

  • LocalBusiness schema presence (extract JSON-LD blocks)
  • Required properties: name, address with PostalAddress sub-properties
  • Recommended properties: geo (minimum 5 decimal places, Confirmed), openingHoursSpecification, telephone, url, priceRange (<100 chars), image, aggregateRating
  • Correct subtype for industry -- load ../seo/references/local-schema-types.md:
    • Restaurant using Restaurant not generic LocalBusiness
    • Legal using LegalService not deprecated Attorney
    • Auto dealer using AutoDealer not deprecated VehicleListing
    • Healthcare using MedicalClinic/Hospital/Dentist not generic MedicalBusiness
  • SAB-specific: areaServed with named cities (recommended, not in Google's official list but Schema.org supported)
  • Multi-location: each location page has own LocalBusiness with unique @id, linked via branchOf to Organization on homepage
  • Industry-specific schema patterns (per ../seo/references/local-schema-types.md):
    • Restaurant: Menu + MenuSection + MenuItem + ReserveAction (note: Reservation/Order actions are not Google-supported rich results; value is machine-readable business data)
    • Healthcare: Physician (Person) + MedicalSpecialty + sameAs to NPI
    • Legal: LegalService + Person + Service (practice areas)
    • Home Services: Subtype + areaServed + Service
    • Real Estate: RealEstateAgent + Person + RealEstateListing
    • Automotive: AutoDealer + Car + Offer (separate dept schemas)

Scoring guide:

  • Full: Correct subtype, all recommended properties, industry-specific patterns, valid JSON-LD
  • Partial: LocalBusiness present but generic type or missing recommended properties
  • Low: No local schema, or schema with errors/placeholder content

6. Local Link & Authority Signals (10%)

Links declining for local pack but remain ~26% of local organic ranking (Whitespark 2026, #2 factor group). "Best of" list placements = #1 AI visibility citation factor.

Check for:

  • Local backlink indicators detectable from page:
    • Chamber of Commerce mentions or links (high Trust Flow, ~80% more consumer visits, GlueUp)
    • BBB accreditation/badge (Google uses BBB for business verification)
    • Local news/press mentions
    • Community involvement signals (sponsorships, local events, partnerships)
  • "Best of" list presence (top AI visibility factor per Whitespark 2026)
  • Digital PR signals: 66.2% of PR practitioners now track AI citations as KPI (BuzzStream 2026)
  • Brand mentions correlate 3x more strongly with AI visibility than traditional backlinks (Ahrefs: 0.664 vs 0.218 correlation)
  • Link velocity benchmark: 5-10 quality local links/month for small businesses (consensus)

Scoring guide:

  • Full: Local authority signals visible (chamber, BBB, press), community involvement evident
  • Partial: Some authority signals but limited local link indicators
  • Low: No detectable local authority signals

AI Search Impact on Local

Do not duplicate seo-geo analysis. Provide local-specific AI context and recommend /seo geo <url> for full analysis.

Key local AI facts:

  • AI Overviews appear on up to 68% of local searches (Whitespark Q2 2025)
  • ChatGPT converts at 15.9% vs Google organic at 1.76% (Seer Interactive)
  • 3 of top 5 AI visibility factors are citation-related (Whitespark 2026)
  • ChatGPT does NOT access GBP directly -- sources from Bing index, Yelp, TripAdvisor, BBB, Reddit
  • Bing Places is critical: powers ChatGPT, Copilot, Alexa
  • Third-party observed local AI interface changes (mobile US) may show only 1-2 businesses, 32% fewer shown (Sterling Sky)

Recommendation: Run /seo geo <url> for comprehensive AI search visibility analysis including citability scoring, llms.txt check, and brand mention audit.


Reference Files

Load on-demand as needed:

  • ../seo/references/local-seo-signals.md: Ranking factors, review benchmarks, citation tiers, GBP feature status, algorithm updates
  • ../seo/references/local-schema-types.md: LocalBusiness subtypes by industry, schema patterns, citation sources per vertical

Output

Generate LOCAL-SEO-ANALYSIS-{domain}.md with:

  1. Local SEO Score: XX/100 with dimension breakdown table
  2. Business type: Brick-and-mortar / SAB / Hybrid
  3. Industry vertical detected + industry-specific findings
  4. GBP optimization checklist (detected signals vs missing)
  5. Review health snapshot (rating, count, velocity indicators, response patterns)
  6. NAP consistency audit (page vs schema discrepancies, cross-source comparison)
  7. Citation presence check (Tier 1 directory status)
  8. Local schema status (present/missing/malformed + ready-to-use fix)
  9. Location page quality (if multi-location: unique content %, doorway risk, store locator)
  10. Top 10 prioritized actions (Critical > High > Medium > Low)
  11. Limitations disclaimer: What this analysis could NOT assess (geo-grid ranking, Domain Authority, comprehensive backlinks, GBP Insights data, real-time local pack position) and which paid tools can fill those gaps

Quick Wins

  1. Claim and optimize Apple Maps / Apple business listings; verify any Apple Business launch/rename claim against Apple primary first
  2. Claim and optimize Bing Places (powers ChatGPT, Copilot, Alexa)
  3. Fix any NAP discrepancies between page, schema, and GBP
  4. Add LocalBusiness schema with correct industry subtype
  5. Add geo coordinates with 5+ decimal precision
  6. Ensure phone number uses tel: link for click-to-call
  7. Add city + service keyword to title tag and H1

Medium Effort

  1. Create dedicated page for each core service (Whitespark: #1 local organic factor)
  2. Build review generation strategy maintaining 18-day minimum cadence
  3. Submit to three data aggregators (Data Axle, Foursquare, Neustar/TransUnion) for downstream distribution
  4. Claim industry-specific directory listings (per vertical recommendations)
  5. Add industry-specific schema patterns (Menu for restaurants, Physician for healthcare, etc.)
  6. Implement hub-and-spoke internal linking for service/location pages

High Impact

  1. Build local digital PR strategy targeting "best of" lists (#1 AI visibility factor)
  2. Develop unique, non-swappable content for each location page (>60% unique)
  3. Establish presence on platforms ChatGPT sources from (Yelp, TripAdvisor, BBB, Reddit)
  4. Pursue Chamber of Commerce and BBB membership (authority + verification signals)
  5. Create community involvement content (sponsorships, local events, partnerships)

DataForSEO Integration (Optional)

If DataForSEO MCP tools are available, use business_data_business_listings_search for live GBP/business-listing data extraction and citation auditing across directories, and serp_organic_live_advanced for real-time local pack positions.


Error Handling

Scenario Action
URL unreachable (DNS failure, connection refused) Report the error clearly. Do not guess site content. Suggest the user verify the URL and try again.
No local signals detected on page Report that no local business indicators were found. Suggest the user confirm this is a local business and provide the GBP listing URL if available.
NAP not found in page HTML Check schema and meta tags. If still absent, flag as Critical issue. Recommend adding visible NAP to footer and contact page.
Industry vertical unclear Present the top two detected verticals with supporting signals. Ask the user to confirm before applying industry-specific recommendations.
Multi-location with 50+ location pages Apply the quality gates from seo orchestrator: WARNING at 30+ pages (enforce 60%+ unique), HARD STOP at 50+ pages (require user justification before continuing).

FLOW Framework Integration

For prompt-guided local optimization, use /seo flow local <url>, FLOW's 11 local-stage prompts cover GBP optimization, meta descriptions, title tags, and structured local audit workflows.

1---
2name: seo-local
3description: >
4 Local SEO analysis covering Google Business Profile optimization, NAP
5 consistency, citation health, review signals, local schema markup,
6 location page quality, multi-location SEO, and industry-specific
7 recommendations. Detects business type (brick-and-mortar, SAB, hybrid)
8 and industry vertical. Use when user says "local SEO", "Google Business
9 Profile", "GBP", "map pack", "local pack", "citations", "NAP
10 consistency", "service area", or "multi-location".
11user-invocable: true
12argument-hint: "[url]"
13license: MIT
14metadata:
15 author: AgriciDaniel
16 version: "2.3.1"
17 category: seo
18---
19 
20# Local SEO Analysis (March 2026)
21 
22## Key Statistics
23 
24| Metric | Value | Source |
25|--------|-------|--------|
26| GBP signals share of local pack weight | 32% | Whitespark 2026 |
27| Proximity share of ranking variance | 55.2% | Search Atlas ML study |
28| Review signals share (up from 16%) | ~20% | Whitespark 2026 |
29| Google searches seeking local info | 46% | Industry data |
30| Mobile "near me" searches leading to visit in 24h | 76% | Google confirmed |
31| ChatGPT/AI usage for local recommendations | 45% (up from 6%) | BrightLocal LCRS 2026 |
32| ChatGPT local conversion rate | 15.9% | Seer Interactive |
33| Google organic local conversion rate | 1.76% | Seer Interactive |
34| Local pack ads growth (Jan 2025 to Jan 2026) | 1% to 22% | Sterling Sky |
35 
36---
37 
38## Business Type Detection
39 
40Detect from page signals before analysis. This determines which checks apply.
41 
42### Brick-and-Mortar
43- Physical street address visible in page content or footer
44- Google Maps embed with pin/directions
45- "Visit us at", "Located at", "Come see us"
46- Structured address in LocalBusiness schema
47 
48### Service Area Business (SAB)
49- No visible physical address
50- Service area mentions: "serving [city/region]", "service area includes"
51- "We come to you", "On-site service", "Mobile [service]"
52- `areaServed` in schema without `address.streetAddress`
53 
54### Hybrid
55- Both physical address AND service area language present
56- "Visit our showroom" combined with "We also serve [areas]"
57 
58**Impact on checks**: SABs skip embedded map verification and physical address consistency. Brick-and-mortar gets full NAP + map checks.
59 
60---
61 
62## Industry Vertical Detection
63 
64Detect from page signals and GBP category patterns. Routes to industry-specific checks from `../seo/references/local-schema-types.md`.
65 
66| Vertical | Detection Signals |
67|----------|------------------|
68| **Restaurant** | /menu, menu items, reservations, cuisine types, food ordering, "dine-in", "takeout" |
69| **Healthcare** | insurance accepted, patients, appointments, NPI, medical terms, "Dr.", HIPAA notice |
70| **Legal** | attorney, lawyer, practice areas, bar admission, case results, "free consultation" |
71| **Home Services** | service area, emergency service, "free estimate", licensed/insured/bonded, "24/7" |
72| **Real Estate** | listings, MLS, properties for sale/rent, agent bio, brokerage, "open house" |
73| **Automotive** | inventory, VIN, test drive, dealership, service department, "new/used/certified" |
74 
75If no vertical detected, use generic `LocalBusiness` analysis path.
76 
77---
78 
79## Analysis Dimensions
80 
81### 1. GBP Signals (25%)
82 
83Primary category is the **single most important local pack factor** (Whitespark #1, score: 193). Incorrect primary category is the **#1 negative factor** (score: 176).
84 
85**Check for:**
86- GBP embed or reference detectable on page (Maps iframe, place ID, reviews widget)
87- Primary category appropriateness (infer from page content vs visible GBP data)
88- Evidence of secondary categories (optimal: 4 additional per BrightLocal)
89- GBP posts presence (no direct ranking impact per WebFX, but triggers Post Justifications)
90- Photos/video evidence (45% more direction requests with photos, Agency Jet)
91- Q&A content: check whether GBP Q&A is available for the business category/region; optimize questions and owner answers when available
92- Google Verified badge eligibility (replaced Guaranteed/Screened in Oct 2025)
93- GBP link URL strategy: do NOT link to strongest website page (Sterling Sky Diversity Update -- risks suppressing organic rankings)
94- Business hours visibility on page (businesses open at search time rank higher, factor #5)
95 
96**Scoring guide:**
97- Full: GBP embed present, category signals align, posts active, photos present
98- Partial: Some GBP signals present but incomplete
99- Low: No visible GBP integration on website
100 
101### 2. Reviews & Reputation (20%)
102 
103Review velocity matters more than total count. The **18-day rule** (Sterling Sky): rankings cliff if no new reviews for 3 weeks.
104 
105**Check for:**
106- Total Google review count visible on page or schema (magic threshold: 10, Sterling Sky)
107- Star rating (31% of consumers only use 4.5+, 68% only use 4+, BrightLocal 2026)
108- Review recency indicators (74% only care about reviews in last 3 months)
109- `aggregateRating` in schema (ratingValue, reviewCount, bestRating)
110- Third-party review presence (consumers use average of 6 review sites, BrightLocal 2026)
111- Owner response patterns (88% would use business that responds, BrightLocal)
112- Review gating detection: any pre-screening of satisfaction before directing to review platform is prohibited by Google (fake engagement policy) and FTC ($53,088/violation)
113 
114**Industry-specific:**
115- Healthcare: HIPAA prohibits confirming/denying reviewer is a patient in responses
116- Legal: attorney-client privilege considerations in review responses
117 
118**Scoring guide:**
119- Full: 10+ reviews, 4.5+ stars, recent activity, owner responses, multi-platform presence
120- Partial: Some reviews but gaps in recency, rating, or response rate
121- Low: <10 reviews, no recent activity, no responses, single platform only
122 
123### 3. Local On-Page SEO (20%)
124 
125Dedicated service pages = **#1 local organic factor AND #2 AI visibility factor** (Whitespark 2026).
126 
127**Check for:**
128- Title tag contains city/service keywords
129- H1 tag with local intent (city + service)
130- NAP (Name, Address, Phone) visible in page HTML (footer, contact section, header)
131- Dedicated service pages (one page per core service)
132- Location page quality for multi-location sites:
133 - **>60-70% unique content** minimum (industry consensus, no Google-confirmed threshold)
134 - **Swap test**: if you can swap the city name and content still makes sense, it's a doorway page (RicketyRoo method). HVAC company lost 80% rankings + 63% traffic after March 2024 Core Update for this pattern
135 - Local photos, area-specific testimonials, local FAQs
136- Embedded Google Map (geographic signal reinforcement, not direct ranking factor -- lazy-load to mitigate speed impact)
137- Click-to-call button (`tel:` link) and contact form above the fold
138- Internal linking architecture: hub-and-spoke, every critical page within 3 clicks of homepage
139- 2-5 contextual internal links per 1,000 words with descriptive anchor text
140 
141**Multi-location specific:**
142- Store locator with individual crawlable URLs (SSR/SSG preferred over CSR)
143- Subdirectory structure: `domain.com/locations/city-name/` (subdirectories consolidate link equity better, Bruce Clay: 50%+ traffic lift)
144- Each location page has unique LocalBusiness schema with `@id`
145 
146**Scoring guide:**
147- Full: City in title + H1, NAP visible, dedicated service pages, no doorway patterns, good internal linking
148- Partial: Some local signals but missing service pages or doorway page risk
149- Low: Generic title/H1, NAP not visible, thin location pages
150 
151### 4. NAP Consistency & Citations (15%)
152 
153Citations declining for traditional pack rankings but **3 of top 5 AI visibility factors are citation-related** (Whitespark 2026). Google's July 2025 documentation update removed "directories" from prominence definition.
154 
155**Check for:**
156- NAP extraction: compare Name, Address, Phone from:
157 1. Visible page HTML (footer, contact page)
158 2. LocalBusiness JSON-LD schema
159 3. Any visible GBP data
160 - Flag any discrepancies between these three sources
161- Citation presence on Tier 1 directories (check via WebFetch or site: search patterns):
162 - Google Business Profile signals on page
163 - Yelp: `site:yelp.com "Business Name"`
164 - BBB: `site:bbb.org "Business Name"`
165 - Facebook business page references
166- **Apple Maps / Apple business listings** awareness: claim and maintain Apple listings; treat Apple Business unified-platform launch/rename claims as TechRadar-sourced and verify against Apple primary before asserting.
167- Bing Places awareness (powers ChatGPT, Copilot, Alexa -- recommend claiming and optimizing)
168- Industry-specific directory recommendations: load `../seo/references/local-schema-types.md` for per-vertical citation sources
169- Data aggregator awareness: Data Axle, Foursquare, Neustar/TransUnion (recommend submission for downstream distribution)
170 
171**Scoring guide:**
172- Full: Consistent NAP across page/schema, Tier 1 citations detected, industry directories present
173- Partial: NAP present but inconsistencies, some citations missing
174- Low: NAP discrepancies, no detectable citations, no schema address
175 
176### 5. Local Schema Markup (10%)
177 
178Schema is NOT a direct ranking factor (John Mueller confirmed). But enables rich results (43% CTR increase, Webstix case study) and helps AI systems parse business information.
179 
180**Check for:**
181- LocalBusiness schema presence (extract JSON-LD blocks)
182- Required properties: `name`, `address` with PostalAddress sub-properties
183- Recommended properties: `geo` (minimum 5 decimal places, Confirmed), `openingHoursSpecification`, `telephone`, `url`, `priceRange` (<100 chars), `image`, `aggregateRating`
184- **Correct subtype for industry** -- load `../seo/references/local-schema-types.md`:
185 - Restaurant using `Restaurant` not generic `LocalBusiness`
186 - Legal using `LegalService` not deprecated `Attorney`
187 - Auto dealer using `AutoDealer` not deprecated `VehicleListing`
188 - Healthcare using `MedicalClinic`/`Hospital`/`Dentist` not generic `MedicalBusiness`
189- SAB-specific: `areaServed` with named cities (recommended, not in Google's official list but Schema.org supported)
190- Multi-location: each location page has own LocalBusiness with unique `@id`, linked via `branchOf` to Organization on homepage
191- Industry-specific schema patterns (per `../seo/references/local-schema-types.md`):
192 - Restaurant: Menu + MenuSection + MenuItem + ReserveAction (note: Reservation/Order actions are not Google-supported rich results; value is machine-readable business data)
193 - Healthcare: Physician (Person) + MedicalSpecialty + sameAs to NPI
194 - Legal: LegalService + Person + Service (practice areas)
195 - Home Services: Subtype + areaServed + Service
196 - Real Estate: RealEstateAgent + Person + RealEstateListing
197 - Automotive: AutoDealer + Car + Offer (separate dept schemas)
198 
199**Scoring guide:**
200- Full: Correct subtype, all recommended properties, industry-specific patterns, valid JSON-LD
201- Partial: LocalBusiness present but generic type or missing recommended properties
202- Low: No local schema, or schema with errors/placeholder content
203 
204### 6. Local Link & Authority Signals (10%)
205 
206Links declining for local pack but remain **~26% of local organic ranking** (Whitespark 2026, #2 factor group). "Best of" list placements = **#1 AI visibility citation factor**.
207 
208**Check for:**
209- Local backlink indicators detectable from page:
210 - Chamber of Commerce mentions or links (high Trust Flow, ~80% more consumer visits, GlueUp)
211 - BBB accreditation/badge (Google uses BBB for business verification)
212 - Local news/press mentions
213 - Community involvement signals (sponsorships, local events, partnerships)
214- "Best of" list presence (top AI visibility factor per Whitespark 2026)
215- Digital PR signals: 66.2% of PR practitioners now track AI citations as KPI (BuzzStream 2026)
216- Brand mentions correlate **3x more strongly** with AI visibility than traditional backlinks (Ahrefs: 0.664 vs 0.218 correlation)
217- Link velocity benchmark: 5-10 quality local links/month for small businesses (consensus)
218 
219**Scoring guide:**
220- Full: Local authority signals visible (chamber, BBB, press), community involvement evident
221- Partial: Some authority signals but limited local link indicators
222- Low: No detectable local authority signals
223 
224---
225 
226## AI Search Impact on Local
227 
228**Do not duplicate seo-geo analysis.** Provide local-specific AI context and recommend `/seo geo <url>` for full analysis.
229 
230Key local AI facts:
231- AI Overviews appear on up to 68% of local searches (Whitespark Q2 2025)
232- ChatGPT converts at 15.9% vs Google organic at 1.76% (Seer Interactive)
233- 3 of top 5 AI visibility factors are citation-related (Whitespark 2026)
234- ChatGPT does NOT access GBP directly -- sources from Bing index, Yelp, TripAdvisor, BBB, Reddit
235- Bing Places is critical: powers ChatGPT, Copilot, Alexa
236- Third-party observed local AI interface changes (mobile US) may show only 1-2 businesses, 32% fewer shown (Sterling Sky)
237 
238**Recommendation**: Run `/seo geo <url>` for comprehensive AI search visibility analysis including citability scoring, llms.txt check, and brand mention audit.
239 
240---
241 
242## Reference Files
243 
244Load on-demand as needed:
245- `../seo/references/local-seo-signals.md`: Ranking factors, review benchmarks, citation tiers, GBP feature status, algorithm updates
246- `../seo/references/local-schema-types.md`: LocalBusiness subtypes by industry, schema patterns, citation sources per vertical
247 
248---
249 
250## Output
251 
252Generate `LOCAL-SEO-ANALYSIS-{domain}.md` with:
253 
2541. **Local SEO Score: XX/100** with dimension breakdown table
2552. **Business type**: Brick-and-mortar / SAB / Hybrid
2563. **Industry vertical detected** + industry-specific findings
2574. **GBP optimization checklist** (detected signals vs missing)
2585. **Review health snapshot** (rating, count, velocity indicators, response patterns)
2596. **NAP consistency audit** (page vs schema discrepancies, cross-source comparison)
2607. **Citation presence check** (Tier 1 directory status)
2618. **Local schema status** (present/missing/malformed + ready-to-use fix)
2629. **Location page quality** (if multi-location: unique content %, doorway risk, store locator)
26310. **Top 10 prioritized actions** (Critical > High > Medium > Low)
26411. **Limitations disclaimer**: What this analysis could NOT assess (geo-grid ranking, Domain Authority, comprehensive backlinks, GBP Insights data, real-time local pack position) and which paid tools can fill those gaps
265 
266---
267 
268## Quick Wins
269 
2701. Claim and optimize Apple Maps / Apple business listings; verify any Apple Business launch/rename claim against Apple primary first
2712. Claim and optimize Bing Places (powers ChatGPT, Copilot, Alexa)
2723. Fix any NAP discrepancies between page, schema, and GBP
2734. Add LocalBusiness schema with correct industry subtype
2745. Add `geo` coordinates with 5+ decimal precision
2756. Ensure phone number uses `tel:` link for click-to-call
2767. Add city + service keyword to title tag and H1
277 
278## Medium Effort
279 
2801. Create dedicated page for each core service (Whitespark: #1 local organic factor)
2812. Build review generation strategy maintaining 18-day minimum cadence
2823. Submit to three data aggregators (Data Axle, Foursquare, Neustar/TransUnion) for downstream distribution
2834. Claim industry-specific directory listings (per vertical recommendations)
2845. Add industry-specific schema patterns (Menu for restaurants, Physician for healthcare, etc.)
2856. Implement hub-and-spoke internal linking for service/location pages
286 
287## High Impact
288 
2891. Build local digital PR strategy targeting "best of" lists (#1 AI visibility factor)
2902. Develop unique, non-swappable content for each location page (>60% unique)
2913. Establish presence on platforms ChatGPT sources from (Yelp, TripAdvisor, BBB, Reddit)
2924. Pursue Chamber of Commerce and BBB membership (authority + verification signals)
2935. Create community involvement content (sponsorships, local events, partnerships)
294 
295---
296 
297## DataForSEO Integration (Optional)
298 
299If DataForSEO MCP tools are available, use `business_data_business_listings_search` for live GBP/business-listing data extraction and citation auditing across directories, and `serp_organic_live_advanced` for real-time local pack positions.
300 
301---
302 
303## Error Handling
304 
305| Scenario | Action |
306|----------|--------|
307| URL unreachable (DNS failure, connection refused) | Report the error clearly. Do not guess site content. Suggest the user verify the URL and try again. |
308| No local signals detected on page | Report that no local business indicators were found. Suggest the user confirm this is a local business and provide the GBP listing URL if available. |
309| NAP not found in page HTML | Check schema and meta tags. If still absent, flag as Critical issue. Recommend adding visible NAP to footer and contact page. |
310| Industry vertical unclear | Present the top two detected verticals with supporting signals. Ask the user to confirm before applying industry-specific recommendations. |
311| Multi-location with 50+ location pages | Apply the quality gates from seo orchestrator: WARNING at 30+ pages (enforce 60%+ unique), HARD STOP at 50+ pages (require user justification before continuing). |
312 
313## FLOW Framework Integration
314 
315For prompt-guided local optimization, use `/seo flow local <url>`, FLOW's 11 local-stage prompts cover GBP optimization, meta descriptions, title tags, and structured local audit workflows.
316 

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