Quick Answer: AI assistants like ChatGPT, Google AI Overviews, Gemini, Copilot and Perplexity don’t hold a single “record” you can edit. They assemble answers from the sources they were trained on and the sources they retrieve in real time — Google Business Profile, Bing Places, Apple Business Connect, Yelp, data aggregators, state filings and your own website. To correct AI, you fix the upstream sources it reads, publish an authoritative version of the facts on your own site with structured data, and then use each platform’s feedback tools to flag the error. Most corrections show up in retrieval-based answers within days to weeks; training-based errors take longer and fade as fresh sources outweigh old ones.
Why AI Gets Florida Businesses Wrong
Ask an AI assistant about a Tampa law firm, a Naples restaurant or a Jacksonville logistics company and you may get an old address, a closed location listed as open, a founder who left years ago, or services the business never offered. This is not random. It comes from how AI business data is created.
Florida is especially exposed because of turnover. The state records tens of thousands of new business filings every month, hurricane damage forces temporary closures and relocations, and seasonal operators in coastal counties change hours twice a year. Every one of those changes creates a window where old data and new data conflict — and AI systems resolve conflicts by majority and authority, not by asking you.
How AI Business Data Is Created
There are two distinct layers, and correcting each one requires a different approach.
Layer 1: Training data (the model’s “memory”)
Large language models are trained on a snapshot of the web, licensed datasets and public records. Once training is complete, that knowledge is frozen until the next model version. If your business had a wrong phone number on three directory sites in 2024, the model may have learned it. You cannot edit a model’s weights. You can only make sure the next training snapshot sees corrected, consistent information everywhere.
Layer 2: Retrieval data (real-time lookups)
Most consumer AI products now check live sources before answering questions about specific businesses. Google AI Overviews and Gemini lean on Google Business Profile, Google Maps and the Google index. Copilot uses Bing’s index and Bing Places. ChatGPT search and Perplexity crawl the open web and pull from directories, news coverage and your website. Apple Intelligence and Siri draw on Apple Business Connect and Apple Maps.
This layer is where fast corrections happen. Fix the source the AI retrieves and the answer changes.
Where the raw facts originate
For a Florida business, AI systems typically encounter these sources, roughly in order of influence:
| Source | Controls what AI learns | Who edits it |
|---|---|---|
| Google Business Profile | Name, address, hours, category, photos | You (verified owner) |
| Bing Places / Apple Business Connect | Same data for Copilot, Siri, Apple Maps | You |
| Your website + schema markup | Services, leadership, history, official facts | You |
| Florida Sunbiz (Division of Corporations) | Legal name, officers, registered agent, status | You, via annual report |
| Florida DBPR / county licensing | License status, professional names | You, via renewal |
| Data aggregators (Data Axle, Foursquare, Neustar/TransUnion) | Feeds hundreds of directories | Submit corrections |
| Yelp, BBB, Facebook, industry directories | Reviews, hours, categories | You (claimed listing) |
| News coverage and press releases | Leadership changes, expansions, awards | Publishers |
| Wikipedia / Wikidata | Company facts for larger firms | Community editors |
Note that two of the highest-authority sources on that list — Sunbiz and DBPR — are government records that AI treats as ground truth. A business that changed its trade name but never updated its Florida annual report is telling AI two different stories.
The Correction Process, Step by Step
Step 1: Audit what AI currently says
Ask ChatGPT, Gemini, Copilot and Perplexity the same set of questions: “What does [business] do?”, “Where is [business] located?”, “Who owns [business]?”, “What are [business]’s hours?” Record every error. Then search Google and Bing for your business name and note which sources appear. Errors in AI answers almost always trace back to a source you can identify in this step.
Step 2: Fix the government record first
Log into Sunbiz and confirm your entity name, principal address, mailing address and officers are current. If you operate under a fictitious name, confirm the DBA registration is active and matches how you present the business publicly. Check your DBPR or county license record for the same consistency. These records are indexed by AI systems and carry more weight than any directory.
Step 3: Correct the platforms AI reads directly
Claim and verify Google Business Profile, Bing Places and Apple Business Connect. Make the name, address, phone, hours, category and website identical across all three — punctuation included. If a location closed, mark it permanently closed rather than deleting it; deletion leaves a gap that AI fills with stale third-party data.
Step 4: Publish the authoritative version on your own site
Create or update an “About” page and a contact page that state the facts plainly: legal name, DBA, founding year, leadership with titles, locations, services, licenses. Add Organization or LocalBusiness schema markup (JSON-LD) with the same values. AI retrieval systems favor first-party pages with structured data because they can parse them without guessing.
Step 5: Submit corrections to data aggregators
Data Axle, Foursquare and Neustar Localeze distribute business data to hundreds of downstream directories. Each accepts corrections directly. This is the step most businesses skip, and it is why a wrong address keeps reappearing on obscure sites months after Google was fixed.
Step 6: Use each AI platform’s feedback tools
Once the sources are fixed, flag the specific wrong answer:
- ChatGPT: Use the thumbs-down on the response and describe the error. OpenAI also maintains a privacy portal for requests to correct or remove personal information about individuals, which applies to named owners and executives.
- Google AI Overviews / Gemini: Use the feedback link on the AI Overview and the thumbs-down in Gemini. Also report the error on the underlying Google Business Profile or Maps listing.
- Microsoft Copilot: Use the feedback control on the answer and update Bing Places, which Copilot retrieves from.
- Perplexity: Use the feedback control on the answer; Perplexity cites sources, so identify which cited page is wrong and fix that page.
- Meta AI: Feedback is available inside the chat; Meta also relies on Facebook Page data, so keep your Page current.
Feedback alone rarely changes an answer. Feedback plus corrected sources does.
Step 7: Generate fresh, consistent coverage
AI systems weight recency. A press release announcing a new location, a news article about a leadership change, or an updated industry directory profile gives the retrieval layer a current source to cite and gives the next training snapshot a corrected majority. Publish the correction in more than one place, using the exact same facts each time.
How Long Corrections Take
| Layer | Typical lag | What speeds it up |
|---|---|---|
| Google AI Overviews | Days to 2 weeks | Verified GBP + site recrawl |
| Copilot / Bing | 1–3 weeks | Bing Places + Bing Webmaster Tools |
| Perplexity / ChatGPT search | Days to weeks | Updated cited pages |
| Apple / Siri | 1–4 weeks | Apple Business Connect |
| Model training data | Months to a year | Consistency across all sources |
Special Cases for Florida Businesses
Hurricane closures. Use the temporary closure option in Google Business Profile and Apple Business Connect rather than changing hours. Post an update on your website. AI systems that read “permanently closed” from a third party may keep that status long after you reopen.
Seasonal hours. Set special hours in advance for the season rather than editing regular hours twice a year. Conflicting hours across platforms are one of the most common AI errors for coastal and tourism businesses.
Ownership changes. Update Sunbiz officers, the GBP owner account, the website leadership page and your LinkedIn company page in the same week. Then issue a short press release. Stale founder information is among the hardest errors to remove because it is often repeated in old news coverage that AI still retrieves.
Similar business names. Florida has many businesses with near-identical names across counties. AI merges them. A distinctive legal name, consistent DBA usage and a location-qualified name on your website (“Coastal Roofing of Sarasota”) reduce conflation.
What You Cannot Do
You cannot force an AI model to forget a fact or guarantee a specific answer. You cannot edit ChatGPT, Gemini or Copilot directly. You can only control the sources they read and make your version of the facts the most authoritative, consistent and recent version available. In practice, that is enough for the large majority of errors.
Frequently Asked Questions
Can I contact OpenAI, Google or Microsoft to fix a fact about my business?
Each offers feedback tools and, for personal information about individuals, formal correction requests. None offers a business “edit my listing” function. The reliable route is fixing the sources they retrieve.
Why does the AI still show my old address after I fixed Google?
Because it retrieved the address from another source — a data aggregator, Yelp, an old news article or a directory fed by Data Axle or Foursquare. Fix those, and request recrawls.
Does schema markup actually change AI answers?
Yes, for retrieval-based systems. Structured data lets the AI read your facts directly instead of inferring them from prose or third-party pages. It does not affect frozen training data until the next model version.
How do I know which source the AI used?
Perplexity, Copilot and Google AI Overviews show citations. ChatGPT search shows sources when it browses. Click through; the cited page is the one to fix.
My business closed one location. Should I delete the listing?
No. Mark it permanently closed on Google, Bing and Apple. A deleted listing leaves AI to rely on third-party copies that still show it open.
Can I correct what AI says about me personally as the owner?
Yes. OpenAI, Google and Microsoft each accept requests to correct or remove personal information about named individuals. Update your LinkedIn profile and your company’s leadership page as well.
How often should I re-check?
Quarterly, and immediately after any change to name, address, ownership, hours or services. Also re-check after each major AI model release.
Does a press release help?
Yes, when it is published on a site AI systems index and it states the corrected facts precisely. It gives the retrieval layer a current, citable source and contributes to the next training snapshot.
Sources and Further Reading
- Google Business Profile Help — Manage your business information: https://support.google.com/business
- Bing Places for Business: https://www.bingplaces.com
- Apple Business Connect: https://businessconnect.apple.com
- Florida Division of Corporations (Sunbiz) — Annual reports and fictitious names: https://dos.fl.gov/sunbiz
- Florida Department of Business and Professional Regulation — License lookup: https://www.myfloridalicense.com
- OpenAI Help Center — Providing feedback and personal data requests: https://help.openai.com
- Google — About AI Overviews and sending feedback: https://support.google.com/websearch
- Microsoft Copilot — Feedback and Bing Webmaster Tools: https://www.bing.com/webmasters
- Perplexity Help Center: https://www.perplexity.ai/help-center
- Data Axle — Business listing corrections: https://www.data-axle.com
- Foursquare Places — Claim or update a listing: https://foursquare.com
- Schema.org — LocalBusiness and Organization types: https://schema.org/LocalBusiness
- Wikidata — Company entries: https://www.wikidata.org
About Brian French
Led by a commitment to tech-intelligent curation, Brian French tracks and analyzes the Florida Business News defining Florida's economy. Brian brings an extensive financial background to his analysis, having graduated from the University of South Florida in Finance and serving as a Vice President and Portfolio Manager for Merrill Lynch Private Investors and the Trust Department in St. Petersburg, FL, as well as a Vice President and Trust Investment Officer for SunTrust Bank in Sarasota, FL. His writing blends macroeconomic trends, capital markets, corporate strategy, and modern digital insights for a sophisticated look at Florida's business market.
