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AI visibility guide

Find and correct factual errors in AI answers

Check incorrect locations, services and claims before they cost trust or revenue.

Roby Monitor Team June 18, 2026 3 min read
Find and correct factual errors in AI answers — Roby Monitor

Find and correct factual errors in AI answers

In short

Check incorrect locations, services and claims before they cost trust or revenue. Separate harmless wording differences from claims that can change a buying decision.

Why it matters

Customers can ask an AI assistant a complete question and receive a short answer with only a few businesses. A single chat is an example; a fixed set of questions across several services reveals the broader pattern.

Three actions you can take

1. Check that your main services, locations and proof are clear on your website. 2. Answer one important customer question on an existing relevant page. 3. Repeat the same measurement afterwards so the change remains comparable.

What Roby checks

Roby asks approved customer questions in ChatGPT, Gemini, Claude and Perplexity. The report shows whether your business is mentioned, which competitors appear, which sources are available and which three improvements matter first.

Sources and date

Usage figures on RobyMonitor.com refer to publications from Eurostat (2025), OpenAI (2025) and Google (2025). AI answers can change, so always check the measurement date, complete question, answer and source before making a decision.

Next step

Run the free AI check or view the sample report to see the information included in a complete business check.

Next step

Measure where your business stands in AI answers.

Get an initial score and see which improvements matter most for your website.