Live example

AI visibility scoring

How often the brand shows up across ChatGPT, Gemini, Perplexity, and AI Overviews — scored platform by platform.

Are AIs finding
your business?
See how visible you are across ChatGPT, Google AI Overview, Perplexity, and Gemini. Real intent prompts, real citation tracking, real opportunity scoring.
AI Visibility
cellinoplumbing.com
F
0
/100
Untapped
Tested with 3 intent prompts across 2 engines
Real intent questions a Buffalo homeowner asks AI — zero citations across ChatGPT and Google AI Overviews. Even the #1 organic HVAC brand has no AI footprint yet.
Prompts tested (3)
Prompt Cite
who is a good HVAC contractor in Buffalo NY? 0
best emergency plumber in Buffalo New York 0
top heating and cooling company near Buffalo NY 0
Engine surface
Engine Mentions Impr. Share
ChatGPT 0 0 0%
Google AI Overviews 0 0 0%
who is a good HVAC contractor in Buffalo NY?best emergency plumber in Buffalo New Yorktop heating and cooling company near Buffalo NY
Functions usedai_visibilityai_mentions

Claude vs. ChatGPT for Local SEO: A Practical Comparison

Both Claude and ChatGPT can assist with local SEO tasks. Both can analyze, generate content, and provide recommendations. But the workflow differs significantly — particularly when Claude has Local SEO Skills.

Claude (with Local SEO Skills) vs. ChatGPT for local SEO

Which AI is the better operator for local search workflows

Feature Claude + Local SEO Skills You ChatGPT
Native local-SEO skills 40+ purpose-built None — general assistant
Tool calling for live data (geogrid, GBP, …) Built-in via MCP DIY plugins
Context window 1M tokens 128k tokens
Citation-aware reasoning on real data Yes — grounded in MCP results Trained-data only
File outputs (CSV, MD reports) Yes Yes
Hallucination resistance on factual claims Higher — outputs cite real data Variable
ChatGPT is the better general assistant. Claude with Local SEO Skills is the better local-SEO operator because the data, the tools, and the prompts are purpose-built.

Model Capabilities for Local SEO Tasks

Both models handle core local SEO tasks:

Analysis: Ask either model to analyze a GBP profile, review competitive signals, or assess content quality. Both provide useful analysis.

Content generation: GBP posts, review responses, location page content — both models generate drafts. Quality is comparable.

Strategy: Ask for local SEO recommendations; both provide reasonable strategic guidance.

Knowledge: Both have training data covering local SEO practices, Google Business Profile, citations, and reviews.

Where capabilities differ:

Claude Code’s native capabilities:

  • File system access: Read and write files directly
  • MCP tool connections: Connect to external data sources via Model Context Protocol
  • Persistent context: Long conversations maintain context across sessions

ChatGPT’s ecosystem:

  • Custom GPTs: Marketplace of specialized GPTs for various tasks
  • Browse mode: Real-time web access
  • Plugins (limited): Some third-party integrations

For local SEO specifically, Claude Code’s MCP connections enable live data access that transforms the workflow.

The Ecosystem Difference

ChatGPT’s Custom GPT marketplace offers many specialized GPTs, including some for local SEO. Limitations:

  • Custom GPTs have shallow instruction depth (short prompts)
  • No live data connections without browse mode
  • Browse mode searches the web but doesn’t connect to specialized APIs
  • Each Custom GPT is independent; they don’t orchestrate together

Claude’s Local SEO Skills provides:

  • 9,000+ lines of local SEO expertise across 36 skills
  • Live data connections to Local SEO Data, Local Falcon, and other tools via MCP
  • Skill orchestration: dispatch routes to the right combination of skills
  • Consistent output formats developed for local SEO workflows

The depth difference: a Custom GPT might have 500 words of instructions. Local SEO Skills has comprehensive skill files covering every local SEO workflow in detail.

Local SEO Skills: What It Changes

With Local SEO Skills on Claude, the workflow becomes:

Data-connected analysis:

"Audit the GBP for Valley Plumbing in Phoenix"

Claude pulls live data from Local SEO Data’s business_profile endpoint, analyzes the actual profile, compares to competitors using local_pack data, and returns a specific audit — not generic advice.

AI visibility measurement:

"Check ChatGPT visibility for Valley Plumbing"

Claude queries Local SEO Data’s ai_llm_response endpoint, tests actual ChatGPT responses, and reports whether the business appears.

Competitive benchmarking with real data:

"Compare us to the top 3 competitors for plumber Phoenix"

Claude pulls competitor data, runs signal-by-signal comparison, and identifies specific gaps with specific numbers.

Consistent, structured output: Local SEO Skills defines output formats for audits, reports, and analyses. Results are structured and actionable, not freeform text.

Without Local SEO Skills, you get generic guidance. With Local SEO Skills, you get data-driven analysis.

Side-by-Side Workflow Comparison

Task: Audit a GBP profile

ChatGPT (no Local SEO Skills):

"Audit the GBP for Valley Plumbing in Phoenix"

Response: "To audit a Google Business Profile, you should check:
1. Is the business name accurate?
2. Is the address correct?
3. Are hours up to date?
4. Are photos present?
5. Are reviews being responded to?
[Generic checklist continues...]"

ChatGPT provides a checklist — useful but not specific. You still have to check everything manually.

Claude + Local SEO Skills:

"Audit the GBP for Valley Plumbing in Phoenix"

Response: "GBP AUDIT: Valley Plumbing

Profile completeness: 71%
Review count: 89 (competitor average: 142)
Rating: 4.6 (below 4.7 threshold)
Response rate: 34% (competitors average 87%)
Categories: 2 (competitors have 5-7)
Photos: 11 (competitors average 38)

GAPS IDENTIFIED:
1. Missing categories: Emergency Plumber, Water Heater Service [...]
2. Review response rate critical gap [...]
3. Photo count significantly below competitors [...]

PRIORITY ACTIONS:
1. Add 5 secondary categories [15 min]
2. Respond to all unanswered reviews [2 hours]
3. Upload 25 additional photos [1 hour]
[...]"

Claude + Local SEO Skills returns the actual audit with specific data, specific gaps, and specific actions.

Cost Comparison

ChatGPT:

  • Free tier: Limited access, no Custom GPTs
  • Plus: $20/month for GPT-4 access, Custom GPTs, Browse
  • Enterprise: Team pricing

Claude:

  • Free tier: Limited access
  • Pro: $20/month for extended usage
  • API/Claude Code: Usage-based

Local SEO Skills: Free (open source) Local SEO Data: $50-150/month depending on usage

Total for data-connected local SEO workflow:

  • Claude Pro + Local SEO Data: $70-170/month
  • ChatGPT Plus (no live data connection): $20/month

The cost difference reflects capability difference. ChatGPT Plus gives you a capable model. Claude + Local SEO Skills gives you a capable model with live data and structured local SEO expertise.

The Bottom Line

For generic local SEO assistance, both models work.

For data-driven local SEO workflows with live data, consistent output formats, and comprehensive skill coverage, Claude + Local SEO Skills creates a fundamentally different — and more powerful — workflow.

If you’re doing local SEO professionally, the Local SEO Skills advantage justifies the setup and data subscription.