New data reported by Search Engine Land shows that despite the rise of conversational AI, users searching for local services with ChatGPT often fall back to short keyword-style prompts. That finding has practical implications for local SEO and Generative Engine Optimization (GEO), and it should reshape how businesses prioritize search visibility across AI and traditional search engines.

The Search Engine Land piece, reporting on an observational study, found that “across the observed sessions, 75% included at least one prompt that would be categorized as keyword-based,” a figure that contradicts the popular narrative that AI search is primarily conversational. The study focused on people using ChatGPT to find local healthcare and aesthetics providers and showed that many users prefer short queries such as “dentist 11214” or “best affordable dentist Manhattan.”
Additional details from the original research reinforce the point: 45% of sessions were one-shot prompts with no follow-up, and users typically considered multiple businesses (an average of 3.7) before deciding. The study’s authors also warned of attribution challenges when users discover a business through ChatGPT but later verify or click through using Google, which can mask the true origin of the lead in analytics.
There are three practical reasons keywords remain dominant for local service queries:
As the Sagapixel study noted, “old habits die hard, and when your customers use AI to find local services, it looks a lot like Google keyword searches from 2003.” That reinforces the idea that GEO strategies should not abandon core keyword research.
For local businesses and marketers, the headline takeaway is clear: continue investing in keyword-focused local SEO while also preparing for AI discovery. Specifically:
Here are specific tasks local businesses can implement this week:
While keywords still matter, businesses should also prepare to be cited by AI systems in ways that go beyond simple on-page signals. Structured data (LocalBusiness schema), clear citations, and well-maintained knowledge panels will help LLMs and AI overviews find and trust your information. Equally important is building credible, citable content — reviews, local news coverage, and authoritative directory listings — that AI systems favor when assembling local recommendations.
As the Search Engine Land article emphasizes, these findings should prompt a measured approach: keep doing fundamental local SEO well, and layer GEO tactics that help AI find, verify, and cite your business accurately.
This piece is based on reporting from Search Engine Land. Read the original article here: https://searchengineland.com/chatgpt-users-keywords-for-local-services-data-467715
Quote from the original article (Frank Olivo): “Across the observed sessions, 75% included at least one prompt that would be categorized as keyword-based.”
Additional context from the primary study (Sagapixel): “Old habits die hard, and when your customers use AI to find local services, it looks a lot like Google keyword searches from 2003.”
By SEOteric — https://www.seoteric.com
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