Local GEO vs local SEO: what changes and what doesn't
An honest comparison of local SEO and local GEO: which habits carry over to AI answers, which parts of the job are new, and what nobody can tell you about how AI engines pick local businesses.
Every few months someone announces that local SEO is dead because people now ask ChatGPT for a plumber. It isn't dead. A lot of what local SEO teams already do still matters when an AI assistant answers a local question. What changes is how you measure it, and a few jobs that didn't exist before.
This piece sorts the work into what carries over and what's new. Where we say how an engine behaves, we point to the page that says so. Where nobody has published how it works, we say that too.
What carries over
Accurate listings
Google's Business Profile help page on local ranking says businesses with complete and accurate information are more likely to show up in local results. That advice predates AI answers, but Google repeats it for its AI features. Its AI features documentation lists "checking that your Merchant Center and Business Profile information is up-to-date" among the SEO basics that still apply to AI Overviews and AI Mode.
For ChatGPT, Perplexity and Gemini there's no equivalent page, so treat listings as something to check rather than a documented factor. Read the local answers those engines give and the sources they cite. If a directory shows your old address or last year's opening hours, that's the version an engine could repeat. Some tools now check this directly: Reputation AI Location Presence has a listing accuracy view that compares what ChatGPT, Gemini and Perplexity say about a location's address, phone and hours with your own profile, refreshed monthly by default.
Location pages that can be crawled and indexed
Google is explicit here. A page has to be indexed and eligible to show with a snippet before it can be a supporting link in AI Overviews or AI Mode, and the same documentation says there are no additional technical requirements and no special schema or "AI text files" needed. Crawling has to be allowed in robots.txt and by any CDN or hosting setup. If your branch pages were thin, orphaned or blocked for classic SEO, they're the same problem now.
Reviews
Google's local ranking page names three main factors for local results: relevance, distance and prominence. Under prominence it says the number of reviews and positive ratings can help a business's local ranking. That statement covers Maps and local results. How AI assistants weigh reviews isn't documented anywhere we can point to. What you can observe is whether review platforms show up among the citations behind local answers in your category. If they do, your profile on those sites is part of the material the answer draws on.
What's new
The unit is a prompt in a place
Local SEO tracks keywords and pack positions. Local GEO tracks questions, asked in a location, across several engines, every day. An AI answer doesn't have position seven. It names you, or it names someone else, or it cites your page without naming you in the text. So you track mention, position within the answer and citation separately, per location. The prompts also look different. They're longer and conversational, and often unbranded: "which dentist near me takes new patients this week" rather than "dentist [city]".
Citations are the diagnosis
In local SEO a ranking drop sends you to on-page and link checks. In local GEO the first stop is the citation list behind the answer. It shows which pages the engine leaned on when it named a competitor. That might be a regional "best of" list, a forum thread or a competitor's well-built location page. Your next move comes out of that list.
Crawler logs for bots that aren't Googlebot
Search Console tells you about Googlebot. It says nothing about GPTBot, OAI-SearchBot, ChatGPT-User, PerplexityBot or ClaudeBot. If those bots get blocked or hit errors on your location pages, you won't see it in your SEO tools. Server or CDN logs, or a product built on them, are the only way to check.
Answers move from day to day
A map pack is fairly stable from one week to the next. AI answers to the same question can differ between runs and between engines. That's why local GEO tracking runs on a schedule and reads trends rather than single checks.
A side-by-side
| Local SEO | Local GEO | |
|---|---|---|
| What you track | Keywords, pack and organic positions | Prompts per location, per engine |
| Success looks like | A top-three pack position | Named in the answer, cited, sending visits |
| Diagnosis starts at | On-page, links, Business Profile | Citations behind the answer, crawler access |
| Crawler visibility | Googlebot via Search Console | Also GPTBot, OAI-SearchBot, PerplexityBot, ClaudeBot and others |
| Traffic source | Google organic and Maps | ChatGPT, Perplexity, Gemini, Copilot, AI Overviews |
What we won't tell you
We won't list "the local AI ranking factors". OpenAI, Perplexity and Google haven't published them for their assistants, and Google's own local ranking page says it keeps algorithm details confidential and that there's no way to pay for a better local ranking. Anyone claiming a precise recipe is guessing. The honest method is to measure, change one thing, and measure again.
The tooling question
Local SEO suites are adding AI modules. BrightLocal Local AI Visibility, for example, tracks up to 20 prompts per location on ChatGPT, Google AI Mode and Google AI Overviews inside BrightLocal's existing platform. That covers the part that carries over well: a location, a set of questions and a score.
The new jobs are harder to bolt on. For those we'd use Promptwatch. Its monitors carry a location, so the same prompts run in each city daily across the engines you choose. Citation analytics shows the pages and domains behind each answer. Agent Analytics logs IP-verified AI crawler visits with errors and a citation rate per page, and visitor analytics ties AI-referred traffic to conversions. City and state tracking start on Business at $579/mo and are on every agency plan from Kick-off at $199/mo, while country-level tracking is on all paid brand plans from $95/mo. Crawler logs start on Professional ($245/mo), so Essential won't cover that piece.
Keep your local SEO routine. Add the measurement it can't do. If you're starting from scratch, what is local GEO covers the basics, and Promptwatch's plans are on promptwatch.com.