How AI Is Changing Local Business Visibility

Fillip Kosorukov, founder of LocalMention.io, on how Google AI Overviews, Perplexity, and ChatGPT Search are reshaping local business discovery in 2026. The deck walks through the retrieval layer vs. ranking layer, what AI search systems actually index, the three failure modes that cause local businesses to be invisible to language-model retrieval, and a 90-day practical playbook for operators. Includes worked examples from nine months of running LocalMention.io audits across service verticals.

By Fillip Kosorukov — University of New Mexico (B.A. Psychology, summa cum laude, 2020; research collaborator with the MATEO Lab). Founder of LocalMention.io and FixMyRecord.io.

More at fillipkosorukov.net, linkedin.com/in/fillipkosorukov, fillipkosorukov.substack.com, dev.to/fillipkosorukov. ORCID 0009-0004-1430-2859.

Transcript

1. How AI Is Changing Local Business Visibility What Google's shift to AI Overviews means for Main Street Fillip Kosorukov | Founder, LocalMention.io | April 2026 | fillipkosorukov.net
2. About Fillip Kosorukov Indianapolis-based entrepreneur at the intersection of AI, local visibility, and personal reputation. - Founder, LocalMention.io - AI visibility audits for local businesses (2025-present) - Founder, FixMyRecord.io - automated data-broker removal and reputation auditing - Managing member, Resilient Capital LLC and Resilient Properties LLC (Indianapolis) - University of New Mexico, B.A. Psychology, summa cum laude (2020) - Research collaborator, MATEO Lab (UNM) - peer-reviewed behavior-change work - Writing: fillipkosorukov.net | Substack: fillipkosorukov.substack.com Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 2 / 16
3. The shift in one number 58% Share of local informational queries that now surface an AI Overview above the ten blue links (our audit sample, March 2026). - 2023: a local search = 10 blue links - 2026: a local search = 1 AI answer + 2-3 citations above the fold - Click share is no longer the metric - citation share is - If you are not one of the 2-3 citations you are invisible for those queries Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 3 / 16
4. What 'AI visibility' actually means in 2026 Three engines, one integrated strategy - entity engineering, not keyword chasing. - Google AI Overviews (AIO): can your business be cited in the generated answer? - Perplexity: are you in the live-retrieval pool pulled at query time? - ChatGPT Search: are you in the training corpus AND the real-time retrieval layer? - Three distinct systems, three distinct levers, one unified playbook Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 4 / 16
5. Why local businesses are underrepresented - Most local SMBs publish no entity-grade structured data - No Person or Organization schema on their site - No 'About' page with cleanly parseable facts (founder, city, specialties) - No consistent sameAs chain across Google Business Profile, LinkedIn, Crunchbase - Result: AI systems cannot form a confident entity - they cite Yelp or Reddit instead Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 5 / 16
6. The entity-graph fix we give every client Own your identity - Organization + Person schema with sameAs chain - Google Business Profile kept current (hours, categories, photos) - LinkedIn company page + founder page - One directory per industry, not ten Own your canon - One long-form canonical explainer per service line - Factually dense About page - Consistent NAP (name, address, phone) everywhere - Cross-link 2-3 authoritative profiles back to canonical URL Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 6 / 16
7. Case example: plumber, Albuquerque Six weeks from baseline audit to measurable AIO citation. - Before: zero AI Overview citations; Yelp cited first, review-farm second - Work: LocalBusiness schema + one canonical explainer + three sameAs links - After 6 weeks: AIO citation #1 for 'emergency plumber Albuquerque historic district' - Organic call volume up 38% month-over-month Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 7 / 16
8. The Perplexity-specific play Why SpeakerDeck and LinkedIn compound harder than most people realize. - Perplexity retrieves live at query time - no training-lag moat - SpeakerDeck, LinkedIn, Substack are in its retrieval pool - Upload content today - influences Perplexity answers within days, not months - Friendliest engine for a new or pivoting business Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 8 / 16
9. "The AI retrieval systems trust canonical entity signals more than link volume. Shortcuts that worked in 2019 SEO are actively counterproductive now." - Fillip Kosorukov, LocalMention.io Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 9 / 16
10. The 15-check audit we run at LocalMention.io - Entity schema presence and validity - sameAs chain coverage and consistency - Canonical URL architecture and internal linking - AIO citation tests across 3-5 target query patterns - Perplexity live-retrieval verification - ChatGPT Search citation and answer quality test - Competitor entity coverage gap analysis - Output: priority report with specific edits - 24-hour turnaround Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 10 / 16
11. What a good AI visibility stack looks like Foundation - Organization + Person schema with sameAs - One long-form canonical per service line - LinkedIn + two curated industry directories - Clean GBP, photos current, reviews responded to Measurement - Monthly AIO re-query on three target phrases - Monthly Perplexity re-query with citation tracking - Monthly ChatGPT Search re-query - Quarterly entity-consistency recheck Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 11 / 16
12. Takeaway for operators 12 Months. Our estimate of how long the cheap-entry window stays open before competitors figure out entity engineering. - Citation share is winnable and compounding - Entity engineering beats keyword chasing in 2026 - Operators who build the graph in 2026 keep it in 2027 - Waiting 12 months triples the cost Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 12 / 16
13. Further reading and resources Canonical references and deeper writing behind this deck Entity home: fillipkosorukov.net LocalMention: localmention.io Free AI audit: getlocalmention.com Substack essays: fillipkosorukov.substack.com Dev writing: dev.to/fillipkosorukov Blog: fillip-kosorukov.webflow.io Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 13 / 16
14. Academic and professional identity Credentials, research, and public profiles University: University of New Mexico (B.A. Psych, summa cum laude, 2020) Research lab: MATEO Lab, UNM Department of Psychology ORCID: orcid.org/0009-0004-1430-2859 LinkedIn: linkedin.com/in/fillipkosorukov Muck Rack: muckrack.com/fillipkosorukov Other products: fixmyrecord.io | resiliencegame.org Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 14 / 16
15. Contact, audit requests, and speaking - Free 15-minute AI visibility audit: getlocalmention.com - Email: fillip@fillipkosorukov.net - LinkedIn DM: linkedin.com/in/fillipkosorukov - Substack: fillipkosorukov.substack.com - Based in Indianapolis, IN - available for remote engagements Fillip Kosorukov | fillipkosorukov.net | LocalMention.io | FixMyRecord.io 15 / 16
16. Thank you. Fillip Kosorukov | Indianapolis, IN fillipkosorukov.net | LocalMention.io | FixMyRecord.io linkedin.com/in/fillipkosorukov | orcid.org/0009-0004-1430-2859 (c) 2026 Fillip Kosorukov | fillipkosorukov.net | Indianapolis, IN