#23
of 58 stores measured
The index › the United States › Lighting › Harbor Freight
When shoppers in the United States ask ChatGPT and Gemini where to buy lighting, is Harbor Freight named? This is the answer from our latest monthly measurement, November 2026.
#23
of 58 stores measured
1/35
buying questions where AI names it; the category median is 1
1
questions where AI recommends it outright
Measured with ChatGPT and Gemini, the same questions for every store in this category, asked in the language of the market. Read how we measure.
In the 2 answers that name Harbor Freight, AI mentions: low prices (1x).
“For the cheapest functional options, start with Walmart, Amazon, Harbor Freight, and Home Depot clearance.”
ChatGPT, asked: Where can I find cheap outdoor lighting online in the US?
“Harbor Freight: If you need functional outdoor lighting (solar motion-sensor floodlights, shed lights, or security lights) rather than purely decorative lighting, Harbor Freight is often the cheapest place in the country.”
Gemini, asked: Where can I find cheap outdoor lighting online in the US?
Quoted word for word from the answers in our measurement. What AI says about your store decides which buying questions it names you for.
See the buying questions where AI names someone else instead of you, and what to change. Free, no account.
See the questions I loseIs this your store and do you want it out of the index? Email hello@krilloai.com and we remove it the same day.