Is ChatGPT Recommending Contractors Like You?

By Ryan Goering, founder and CEO of BaaDigi.

Last updated: September 2026.

What should your first AI visibility test include?

Start with questions a real customer might ask before hiring. Use the services and locations you actually cover. Avoid asking about your own business in every prompt: that tests what the assistant knows about a name you supplied, not whether it would introduce you.

Run discovery prompts in fresh conversations. Save the date, exact wording, search setting, location supplied, and any relevant personalization setting. Use the same small prompt set for follow-up checks. Treat a follow-up question within an existing conversation as a separate test because the earlier answer has already introduced particular businesses.

OpenAI explains that location and relevant saved memories can affect search queries. That is a reason to record test conditions, not evidence that a single missing mention proves your business is invisible. Check the actual source before treating an answer as accurate.

What is the difference between a mention and a citation?

A mention names your business. A citation links to a source supporting an answer. That source may be your site or another publisher. A referral visit reaches your site; a qualified inquiry meets your service and area requirements.

Keep those columns separate. If an answer names your company but links to a directory, record a mention and a third-party citation. Do not report it as a citation to your domain. If an answer links to your educational article without recommending your business, that is useful content visibility, but it is not a contractor recommendation.

Our guide to ChatGPT’s local contractor recommendations provides related context. The audit on this page gives you a way to check your own business without assuming access to a private ranking formula.

Which technical checks are documented requirements?

OpenAI’s crawler documentation distinguishes OAI-SearchBot, used for search, from GPTBot, used for content that may support model training. Their controls are independent. Allowing search crawling does not require opting into training.

Ask your web developer to check the live robots file, firewall rules, and whether the page delivers readable content without a login. A robots setting alone does not establish that a firewall lets the crawler through. Review the contractor website crawler checklist, or use our agent readiness checker as a starting point for technical diagnosis.

For Google AI Overviews and AI Mode, Google’s documentation says supporting pages must be indexed and eligible for a search snippet. It does not require special AI markup. Structured data should match visible content; a schema plugin does not guarantee selection.

What should you fix when an answer gets your business wrong?

Trace the error to a source before creating more content. Open each cited page and check the exact fact: name, phone, city, service, or opening hours. Correct records you control. Request corrections from publishers for records you do not control, and keep the request date in your log.

For service-area businesses, describe the real coverage area. Do not invent an office address to make a location look stronger. Keep customer-facing details consistent and explain genuine differences, such as a dispatch address versus a mailing address. Our business identity and schema guide covers that housekeeping.

Then rerun the same question after the corrected source is accessible. Save both answers. A correction in one response is evidence about that response, not proof that every AI system has updated its records.

What should a service page say to help a customer decide?

Our editorial recommendation is to put the actual answer before the sales pitch. Explain the service, the area covered, what affects the price, and the next step. Add approved prices with their scope and exclusions when you have them. Do not copy a competitor’s prices into your own offer.

• Explain job fit. State which systems, materials, or project types you handle and which you do not.
• Show verifiable proof. Use genuine project details, customer-approved photos, and applicable credentials that a reader can check.
• Answer practical questions. Explain scheduling, estimate scope, preparation, and what happens when the technician arrives.
• Make the next page useful. Link a service overview to the relevant cost guide or project example instead of repeating the same sales paragraph everywhere.

These choices make the page more useful and easier to verify. They are not a published list of ChatGPT ranking factors; the LLM SEO guide walks through the same format in more detail, including publishing real prices. Ask customers for honest reviews in their own words; do not script invented experiences or promise that a particular phrase will trigger an AI recommendation.

How should you measure progress without fooling yourself?

Track the share of completed discovery tests that mention your business, the share that cite your domain, and the number containing factual errors. Keep the denominator and prompt list visible. With a small test set, one changed answer can move the percentage substantially.

Know what ChatGPT actually cites before you write for it. In 511 answers it gave to 88 contractor-marketing prompts in our Aug 2026 study, reddit.com was cited 136 times, linkedin.com 6 times and google.com 0 times. Pages that answer the question directly got used; listings did not.

Record referral visits and qualified inquiries separately, using the attribution you can actually observe. A caller saying “I found you with AI” is useful self-reported evidence; it is not the same measurement as a tracked referral click. Compare repeated checks over a month before making a budget decision.

You can use our AI search visibility check alongside your manual log. Read what any tool actually tests before treating its score as market share. Buy paid monitoring only when its coverage or time savings solves a real reporting need.

What does help from BaaDigi cost?

The Foundation Engine is $297 per month for its published website and foundation scope, including dashboard access. Compare that scope with our AI services for contractors and growth engine plans before choosing a package. A package fee buys the stated work, not guaranteed placement in AI answers.