Give each test one job
Test a branded question for factual accuracy and a category question for discovery. For example, “Does this firm inspect existing installations?” tests the stated offer. “Who inspects commercial installations in my county?” tests whether the firm appears at all. Keep the two observations separately.
Verify the business facts in the response
We compare location, availability, qualifications and services against records your business approves. Gemini sometimes provides sources or related links. We keep the links shown in the response and check what each one supports. A related article is recorded as a related article.
Give a future customer a better reference
When the public answer is ambiguous, improve the service page a person will use to decide. State the scope, exceptions and contact route in plain language. After release, we repeat the original Gemini questions and compare the new wording with the approved facts.