ChatGPT and source-backed local-business research

A useful record needs evidence

For a few businesses, prepare a table with business website, person name, published role, supporting text, source URL and checked date. Ask for unknown values to remain blank and open the cited pages yourself. Do not promote a founder or manager to current owner without additional evidence.

OpenAI's search guidance advises opening sources to check their support and freshness. Its accuracy guidance explains that responses can be incorrect. A confident sentence alone is not a contact-data verification result.

For a batch, keep row-level outcomes

OwnerClue starts from a city/industry Maps search or an existing domain list. The workflow retains source evidence, website review flags, duplicate handling and CSV. Existing domains are limited to 100 rows per batch; 200 websites require two batches.

What to check in either workflow

Check	Useful record
Business/site match	Compared business name, address or phone and source
Person role	Name plus exact published role, quote and URL
Freshness	Person/contact capture or checked date
Missing information	Blank rather than guessed values
Public email	Source and association; independent delivery check if needed

OwnerClue's current website inspection is bounded to public HTML pages and can miss information. It does not automatically search every registry/social source or verify email delivery. Use the source dictionary to understand what each field means.

Choose the workflow based on volume and the evidence you need. A small manually checked table may be sufficient; a batch needs repeatable input, status and exports. Neither approach should be described as guaranteed owner identification.