What's Really Driving Local SEO Right Now?
You run a local business. You've set up your Google Business Profile, maybe collected a few reviews. But now when you search for your own service, you're greeted by a wall of AI Overviews before you even see the map pack. So what's the smart move? Double down on those classic NAP citations that built local SEO, or chase the unstructured mentions that AI seems to love? Honestly, it's not either/or—but you need to know where to focus first.
Let me share a quick story. Last month, I helped a friend who runs a plumbing company in Austin. He was frustrated: he'd been listed on Yelp, Bing Places, all the big directories, yet he wasn't showing up in AI Overviews for "emergency plumber near me." We dug into it, and guess what? His NAP was inconsistent across three directories—one had a typo in the address, another used a different phone number. We fixed that, and within two weeks he saw a bump in local pack rankings. But the AI Overviews? Still not there. That's when I realized: citations and AI visibility are two different games.
Here's what the data shows: Google's AI Overviews appear in 68% of local business queries across six industries in three U.S. cities, according to Whitespark. Meanwhile, the traditional Local Pack shows up for only 39% of those same queries. That's a huge gap. But when people actually click, the Local Pack still captures 44% of all clicks on local search pages (SE Ranking). So AI Overviews are the new front door, but the Local Pack is still where the money is.
If you're a local business owner or freelancer, you need to know where to spend your time. This isn't about picking sides—it's about understanding the trade-offs. I'll compare structured citations (NAP consistency, directories) versus unstructured citations (mentions on blogs, news, podcasts) and give you a clear strategy that I've used with my clients.
Option 1: The Classic Citation Builder (NAP Consistency + Structured Directories)
This is the old-school playbook. You get your Name, Address, and Phone number listed consistently across the web. The heavy hitters are data aggregators like Data Axle, Localeze, and Foursquare, plus primary directories like Yelp, Bing Places, and Apple Maps (BrightLocal). The logic is simple: Google sees inconsistent NAP as unreliable, and your rankings suffer. Even small inconsistencies can hurt you—80% of consumers lose trust in a business with incorrect contact info (BrightLocal). I've seen it happen with a client who had two different suite numbers on different platforms; it took weeks to sort out, and we lost ranking ground in the meantime.
This approach shines if you're a single-location business aiming for the Local Pack. The Local Pack weighs trust signals heavily: roughly 36% of the weight goes to your Google Business Profile, 17% to reviews, and 16% to website content (SE Ranking). Citations feed into that trust. And the Local Pack still appears in over 90% of traditional local-intent queries (Whitespark). So if you want to show up on the map, this is your foundation.
Option 2: The Unstructured Citation Hustle (Mentions That Feed AI Overviews)
AI Overviews don't just read your Google Business Profile. They pull from what the entire internet says about you—unstructured citations. That means any mention of your business on a third-party site: a local news article, a blog post, a podcast, even a social media shout-out (Whitespark). In a study of Houston plumber searches, AI Overviews cited third-party publisher sites like Indeed, Yelp, and Thumbtack for 60% of sources, versus only 40% from individual business websites (Whitespark). That's a wake-up call: your own content isn't enough.
The payoff can be big: AI Overviews appear in 92% of informational local queries and 97% of hybrid-intent queries that mix info with buying intent (Whitespark). For example, someone searching "how long does an eye exam take near me" might get an AI answer that cites a Yelp review of your practice. That's a free impression without you lifting a finger. But here's the catch: only 1% of consumers start their local business hunt on social media (Whitespark). So unstructured citations work best when they're picked up by AI engines, not when they sit on a random Facebook page. I've had clients spend hours on social media mentions with zero visible impact, but a single mention in a local newspaper article got them featured in an AI Overview for weeks.
Head-to-Head: Which Wins for Local SEO?
Let's compare these two on four concrete criteria: ranking impact, control, cost, and long-term resilience.
| Criterion | Structured Citations (NAP + Directories) | Unstructured Citations (Mentions + AI Visibility) |
|---|---|---|
| Ranking Impact | High for Local Pack; NAP consistency is a top trust signal (BrightLocal) | High for AI Overviews; AI pulls from third-party mentions (Whitespark) |
| Control | High—you can update your own listings, but duplicates can be a problem (Google) | Low—you can't control what a blogger writes, but you can influence via PR |
| Cost | Low—many directories are free, but time to manage consistency adds up | Medium—requires outreach, content creation, or PR |
| Long-term Resilience | Still relevant—Local Pack appears in 90%+ of local-intent queries (Whitespark) | Growing—AI Overviews appear in 68% of local queries (Whitespark) |
To be honest, for a local bakery with one location, chasing unstructured citations is a rabbit hole. You'd be better off making sure your NAP is perfect on the big directories and your Google Business Profile is complete. Google says customers are 70% more likely to visit a business with a complete profile (Ahrefs). That's a direct ROI you can measure.
But for a plumber or dental clinic that wants to win AI Overviews, unstructured citations are the new battleground. The data shows that in hybrid-intent searches, AI Overviews cite third-party sites like Indeed and Thumbtack more often than your own website (Whitespark). So if you can get a local blog to mention you, or a newspaper to cover your community event, that's gold. I've seen a client get a mention in a local news article about their charity drive, and it showed up in AI Overviews for months.
So who wins? It depends on your goal. If you want to rank in the Local Pack and get phone calls, structured citations are your must-have. If you want to be the answer to an AI Overview and capture zero-click searches, you need unstructured citations. In 2026, you can't afford to ignore either.
My Verdict: Fix Your NAP First, Then Earn Unstructured Wins
Here's my straight-talking recommendation: start with a NAP audit. Use a tool like BrightLocal or manually check your top 10 directories. Make sure your name, address, and phone are identical everywhere. This is the foundation. Then, pivot to creating one or two "unstructured" opportunities per month: pitch a local journalist, write a guest post for a community blog, or get listed on a "best plumbers in [city]" list. These are the mentions that AI Overviews love (Whitespark).
The proof is in the numbers: 80% of consumers lose trust with incorrect contact info (BrightLocal), and AI Overviews now outnumber Local Packs in local queries (Whitespark). If you ignore NAP, you're invisible in the pack. If you ignore unstructured mentions, you're invisible in AI. The smart play is to do both, but in that order.
Sources
- Whitespark AI Overviews in Local Search - https://whitespark.ca/blog/case-study-the-prevalence-of-ai-overviews-in-local-search/
- Whitespark Guide to Unstructured Citations for AI Visibility - https://whitespark.ca/guides/whitesparks-guide-to-unstructured-citations-for-ai-visibility/
- BrightLocal (NAP and citations guidance) - https://www.brightlocal.com/learn/what-is-nap/
- SE Ranking - https://seranking.com/blog/google-local-pack/
- Ahrefs Local SEO Guide - https://ahrefs.com/blog/local-seo/
- Google Business Profile support: duplicate profiles - https://support.google.com/business/answer/12756178
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