In short: UsedNC pulls research from established automotive sources, uses AI tools to help summarize and draft articles, and every article is read, edited, and approved by Matt Kelley before publishing. We disclose the AI workflow openly because transparency is the right answer.
Every article on UsedNC is built to do three things: explain something useful about used cars, point readers to North Carolina independent dealers who can help, and surface the actual vehicles for sale that match what the article is about.
The vehicle search engine at the bottom of every article isn't an afterthought. It's the reason the article exists in the format it does. A reader looking for a third-row SUV gets the guide and the inventory on the same page.
Where our information comes from
Articles draw from established automotive publications and direct industry experience. Examples of sources include:
- Consumer Reports
- Car and Driver
- Kelley Blue Book
- Edmunds
- 25+ years of direct industry experience inside the Carolina used car market
When an article pulls specific information from a source, we cite and link back to the original for full transparency.
How we use AI
We use AI tools openly as part of the writing workflow. They help with two specific parts of the process:
- Summarizing research and drafting articles. AI helps pull long-form content from multiple sources into a format readers actually want to read.
- Powering the vehicle search at the bottom of every article. AI matches the vehicles surfaced from our database to the topic of the article, so a "best three-row SUVs" guide actually shows three-row SUVs from NC dealers, not whatever happens to be on a national feed.
AI is a tool inside the workflow. It is not the author and it is not the editor.
What we don't let AI do
AI is a useful research assistant. It is not a fact source. The following gets stripped out before any article is published:
- Made-up specific prices, dates, or numbers. Used car pricing changes constantly, and AI tools tend to fill in dollar figures from training data that's already stale. None of that lands in articles.
- Generic filler unrelated to the article topic. If an article is about budget SUVs, anything AI tries to pad in that doesn't belong gets cut.
- Sources we haven't actually drawn from. AI doesn't get to invent citations.
- Fake reviews, customer quotes, or testimonials. Real or nothing.
- Pretend personal experience. No "I tested" or "I drove" claims unless the article is documenting actual firsthand experience.
Editorial review
Every article on UsedNC is read, edited, and approved by Matt Kelley before publishing. No exceptions.
Matt Kelley, Editor-in-Chief and creator of UsedNC. Grew up in the Carolina used car business. Has spent the last 20 years at KGI Solutions building software, websites, and marketing tools for independent Carolina dealers.
When something on the site is wrong or outdated, Matt is responsible for fixing it.