Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
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. Detects business type (brick-and-mortar, SAB, hybrid) and industry vertical (restaurant, healthcare, legal, home services, real estate, automotive). Use when user says "local SEO", "Google Business Profile", "GBP", "map pack", "local pack", "citations", "NAP consistency", "local rankings", "service area", "multi-location", or "local search".
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| 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 |
Detect from page signals before analysis. This determines which checks apply.
areaServed in schema without address.streetAddressImpact on checks: SABs skip embedded map verification and physical address consistency. Brick-and-mortar gets full NAP + map checks.
Detect from page signals and GBP category patterns. Routes to industry-specific checks from 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.
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:
Scoring guide:
Review velocity matters more than total count. The 18-day rule (Sterling Sky): rankings cliff if no new reviews for 3 weeks.
Check for:
aggregateRating in schema (ratingValue, reviewCount, bestRating)Industry-specific:
Scoring guide:
Dedicated service pages = #1 local organic factor AND #2 AI visibility factor (Whitespark 2026).
Check for:
tel: link) and contact form above the foldMulti-location specific:
domain.com/locations/city-name/ (subdirectories consolidate link equity better, Bruce Clay: 50%+ traffic lift)@idScoring guide:
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:
site:yelp.com "Business Name"site:bbb.org "Business Name"references/local-schema-types.md for per-vertical citation sourcesScoring guide:
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:
name, address with PostalAddress sub-propertiesgeo (minimum 5 decimal places, Confirmed), openingHoursSpecification, telephone, url, priceRange (<100 chars), image, aggregateRatingreferences/local-schema-types.md:
Restaurant not generic LocalBusinessLegalService not deprecated AttorneyAutoDealer not deprecated VehicleListingMedicalClinic/Hospital/Dentist not generic MedicalBusinessareaServed with named cities (recommended, not in Google's official list but Schema.org supported)@id, linked via branchOf to Organization on homepagereferences/local-schema-types.md):
Scoring guide:
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:
Scoring guide:
Do not duplicate seo-geo analysis. Provide local-specific AI context and recommend /seo geo <url> for full analysis.
Key local AI facts:
Recommendation: Run /seo geo <url> for comprehensive AI search visibility analysis including citability scoring, llms.txt check, and brand mention audit.
Load on-demand as needed:
references/local-seo-signals.md: Ranking factors, review benchmarks, citation tiers, GBP feature status, algorithm updatesreferences/local-schema-types.md: LocalBusiness subtypes by industry, schema patterns, citation sources per verticalGenerate LOCAL-SEO-ANALYSIS-{domain}.md with:
geo coordinates with 5+ decimal precisiontel: link for click-to-callIf DataForSEO MCP tools are available, use local_business_data for live GBP data extraction, google_local_pack_serp for real-time local pack positions, and business_listings for automated citation auditing across directories.
| 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). |
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.
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概要と使いどころ
Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
日本語の概要は準備中です。原文の説明を表示しています。
Format CVs for academic positions with publications, grants, and teaching
日本語の概要は準備中です。原文の説明を表示しています。
Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
日本語の概要は準備中です。原文の説明を表示しています。
Create accessibility testing plans covering assistive technologies and WCAG criteria.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
日本語の概要は準備中です。原文の説明を表示しています。