Can AI tools get business information wrong

Publication Date: 3 February 2026

AI tools do not verify information the way a human would. They rely on patterns across public sources.

If your website says one thing, a listing says another, and older content says something else, the AI may merge or misinterpret those signals. That is when errors appear.

Most mistakes are caused by silence or contradiction, not malicious intent.

Common sources of AI confusion

Outdated directory listings create particular problems for UK businesses. Your company may have moved premises or changed services, but old information lingers online for years.

Google My Business listings that contradict your website confuse AI models. Social media profiles with different opening hours add another layer of mixed signals.

Press releases from 2019 describing your "new" service offering can override current website content in AI training data. The models do not always recognise which information is fresher or more accurate.

How this affects AI interpretation

The scale of the problem in 2026

Research shows that 73% of AI responses about local businesses contain at least one factual error. Phone numbers, addresses, and opening hours are most commonly wrong.

ChatGPT and Claude particularly struggle with businesses that have changed hands or rebranded. The models often blend old and new information into hybrid descriptions that match no real version of the company.

Service-based businesses face additional challenges. AI tools may describe your services too broadly or too narrowly based on limited website content.

Why this matters for UK businesses

Understanding how can ai tools get business information wrong is increasingly important as AI platforms become a primary discovery channel. In 2026, ChatGPT, Claude, Perplexity and Gemini are answering questions that previously drove organic search traffic. Businesses that understand these dynamics can adapt their strategy accordingly.

Poor AI search visibility costs UK businesses millions in lost enquiries. When ChatGPT gives wrong opening hours, customers arrive at closed premises. When Gemini misunderstands your service area, local prospects never find you.

What you can do

Start by reviewing how AI platforms currently describe your business. Use ChatGPT, Claude, and Perplexity to search for your services in your local area.

Document any errors you find. Check if the wrong information appears elsewhere online. Remove or update outdated listings where possible.

Create consistent messaging across all platforms. Use identical descriptions for your services on your website, social profiles, and directory listings.

This topic sits within our Technical AI optimisation cluster. For related reading, see AI meaning signals.