How often do ChatGPT and Claude name impact window companies in Lakeland?

We asked “best impact window company in Lakeland” 6 times across ChatGPT and Claude and checked 10 local impact window companies with their own websites.

Preliminary: small sample. 10 businesses and 6 answers, below our 10-business, 20-answer bar for the Index. It’s not listed or counted in the report, and we don’t show who was named most.

43/100average AI Recommendation Score

5 of 10impact window companies named at least once

80%have no business details for machines (structured data) on their home page

40%show no opening hours on their home page

0%block at least one AI crawler

Named most often

Not shown for a preliminary sample.

What the named ones have in common

10% of the impact window companies we checked don't name Lakeland on their home page, which makes it harder for an assistant to connect them to local questions.
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Tested 2026-10-28 on ChatGPT (OpenAI API) and Claude (Anthropic API). 10 businesses, 6 recorded answers. Answers change from run to run; these counts describe this test only, not a ranking. Businesses are named only when the assistants named them; we never single out a business for doing badly. How we test. See something wrong? Tell us and we’ll check it and correct the page.