What is GEO and why does it matter?

GEO stands for Generative Engine Optimization. It is the practice of making your site visible to AI assistants like ChatGPT, Gemini, Claude, and Perplexity. These are where a growing share of people now search for services. If your site is not structured for GEO, you are invisible to that traffic. Most audit tools do not score for this. Canopy Guard does.

Answer Engine Optimization. It is the practice of structuring your content to directly answer questions. Voice search results, Google AI Overviews, and featured snippets all favor sites built for AEO. It overlaps with GEO but focuses on traditional answer engines and search result features rather than generative AI specifically.

Does scanning my site affect its performance or SEO?

No. Canopy Guard reads only publicly available information, the same data any search engine crawler sees. We do not touch your server, database, or code. Running a scan has zero impact on your site performance or rankings.

What does MITRE ATT&CK mean for my website?

MITRE ATT&CK is a globally recognized framework for understanding how attackers operate. For each security finding, Canopy Guard identifies the exposure condition associated with the relevant MITRE ATT&CK technique, so you get context for what the gap actually exposes you to, not just a number. This comes from Adam's CISSP background and 20 years in cybersecurity.

What does Canopy Guard's security scan check for?

Across nine security layers, Canopy Guard checks TLS and certificates, DNS, HTTP headers, HTML vulnerabilities, and exposed paths, plus four expanded capabilities: malware and reputation scanning against Google Safe Browsing and common blacklists (reported as Clean, Flagged, or Blacklisted); an expanded footprint covering Subresource Integrity on scripts and stylesheets, Secure and HttpOnly cookie flags, full TLS cipher-suite enumeration with weak-cipher warnings, and certificate transparency log presence; expanded DNS and email depth that parses SPF mechanisms and qualifiers, reports the DMARC policy as none, quarantine, or reject, and checks registrar lock and days until expiration (flagging domains expiring within 60 days as a hijacking risk); and exposed sensitive file detection for paths like /.env, /.git/config, /wp-config.php.bak, /.aws/credentials, and /admin, reporting any publicly accessible path as Critical. Every check is passive and read-only, and each finding identifies the exposure condition associated with a MITRE ATT&CK technique.

My score is low. What do I do next?

Your full report includes prioritized findings so you know exactly what to fix first. If you want to implement the recommendations yourself, the report gives you enough to work from. If you want it done for you, book a call with Adam. Canopy Guard customers receive a discount on all implementation services.

How is this different from other SEO tools?

Three things. First, GEO scoring is rare at this price point, which is free. Second, the security findings are mapped to MITRE ATT&CK, not flagged generically. Third, there is a real human behind this tool who can implement everything the audit finds. Most tools give you data. This one connects you to someone who fixes it.

Is my site data private?

Yes. Canopy Guard only scans publicly available data, the same information any search engine sees. We do not store your site's private content, login credentials, or analytics. See our Privacy Policy for full details.

Do I need an account to get my full report?

No account required to run the scan. When you download your full report, basic contact information is collected so we can follow up if you have questions. That information is handled securely and never sold or shared with third parties.

How does Canopy Guard compare to hiring an SEO agency?

An agency charges a monthly retainer and often reports only on traditional SEO. Canopy Guard gives you the full picture for free across SEO, AEO, GEO, and security in 30 seconds, with findings mapped to MITRE ATT&CK. When you want the work implemented, you hire Adam directly. No retainer, no account managers, just the practitioner who built the tool.

What does a good overall score look like, and what should I do if mine is low?

Above 80 is strong, 50 to 80 means clear fixable gaps, and below 50 signals problems costing you visibility or trust right now. A low score is not a verdict, it is a roadmap. Your report ranks findings by impact so you fix what matters first, and Canopy Guard customers get a discount if you want it done for you.

How often should I re-scan my site?

Re-scan after any meaningful change: a redesign, new pages, a platform migration, or after applying fixes from a previous report. For an active site, a monthly scan catches regressions before they cost you traffic. Because the scan is free and takes 30 seconds, there is no reason to wait for a problem to show up in your analytics first.

Which search engines and AI assistants does Canopy Guard check for?

Canopy Guard evaluates your readiness for traditional search like Google and Bing, AI answer engines like Google AI Overviews and featured snippets, and generative assistants including ChatGPT, Gemini, Claude, and Perplexity. It inspects your structured data, llms.txt, crawler access, and content structure to estimate how each of those systems can find, parse, and cite your pages.

Blog · 4 min read · 2026-06-29

ChatGPT Only Recommends Local Businesses 1.2 Percent of the Time. Here Is Why.

By Adam McClarin, CISSP · Meraki is Love (Soulful Tech) · Friendswood, Texas

Why does ChatGPT recommend local businesses so rarely?

Look at the numbers. Google Gemini recommends local businesses about 11 percent of the time, Perplexity 7.4 percent, and ChatGPT only 1.2 percent. If you own a local business, the most used AI assistant almost never names you. That gap is not random, and it is fixable.

I have spent twenty years in security and engineering, and the pattern here is familiar. ChatGPT is brilliant at language and weak at place. It was built to predict words, not to know which roofer sits three miles from the person asking. So when someone types find a good electrician near me, the model reaches for what it learned in training, and most local businesses were never well represented there.

The other assistants close part of this gap with live retrieval and stronger location signals. ChatGPT is catching up, but for now the floor is low. The good news is simple. When the model does have clean, structured, machine readable information about you, your odds climb fast.

What makes ChatGPT so bad at geography?

ChatGPT leans on broad training data and periodic web crawls. Neither carries the geospatial precision that local search demands. The model knows your industry and your city in the abstract, but it rarely connects your name, your address, and your service area into one confident answer it will hand to a real person.

Training data is a snapshot of the open web, scraped and frozen. If your business lives mostly inside a Facebook page, a directory listing, and a contact form, the model sees fragments. It cannot stitch those fragments into a trustworthy recommendation, so it stays quiet or names a national brand instead.

Crawls help, but a crawl still has to find structure it can read. Plain text on a page is ambiguous to a machine. Is that phone number yours or a vendor's? Is that address your office or a photo caption? Without explicit signals, the model guesses, and a model that is unsure will leave you out.

How does schema markup change what AI sees?

Schema is the language machines trust. LocalBusiness schema stacked with PostalAddress, Review, and FAQ schema turns your website into a clean record an AI can read without guessing. It states your name, your location, your reputation, and your common answers in a format built for retrieval rather than for human eyes alone.

Think of it like a label on a sealed box. A person can shake the box and guess what is inside. A machine reads the label and knows. LocalBusiness schema is that label. PostalAddress pins you to a real place. Review schema carries your ratings as data, not decoration. FAQ schema feeds the exact question and answer pairs these assistants love to quote.

Stacked together, these four work as one signal. They tell ChatGPT, Gemini, and Perplexity who you are, where you are, what people think of you, and what you actually do. That is the difference between being a fragment in the training data and being a confident answer the model is willing to give.

Does this actually move the needle?

Yes, and I have the case to show it. A Houston electrician came to Canopy Guard with an AEO score of 6. After implementing structured data and the fixes the scan surfaced, that score reached 91. Local search bookings and calls increased. Same business, same trade, far more visible to the systems that now route demand.

Nothing about the electrician's skill changed. What changed was how readable the business became to machines. We added LocalBusiness, PostalAddress, Review, and FAQ schema, cleaned the signals the crawler depends on, and gave the assistants something solid to cite. The jump from 6 to 91 was not a trick. It was the model finally being able to see the business clearly.

This is where Canopy Guard earns its place. The free scan grades your SEO and your AEO together, because traditional search and answer engines now feed the same buying decision. My background as a CISSP, a Microsoft Azure AI Engineer, and someone with two master's degrees in cybersecurity shaped the tool to be honest about what it finds and specific about how to fix it. You see your score, you see the gaps, and you get a clear path forward.

See where your own site stands across SEO, AEO, GEO, and security in about 30 seconds.

Run your free scan Book a call with Adam

Frequently asked questions

How is AEO different from SEO?

SEO helps you rank in traditional search results. AEO, or answer engine optimization, helps AI assistants like ChatGPT and Gemini cite you directly in their answers. Canopy Guard scores both, because the same person now uses both to choose a local business.

Do I need a developer to add schema markup?

Not always. Many sites support structured data through plugins or built in settings. The harder part is knowing which schema types to stack and how to fill them correctly. Run a free Canopy Guard scan first, so you fix the gaps that actually matter.

Will fixing this help me on Google too?

Yes. The same structured data that helps AI assistants understand you also strengthens your traditional search presence. Clean schema, accurate address data, and real review signals serve both audiences at once, which is why Canopy Guard grades them together rather than separately.

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