Where does model-specific content come from?

From public records: NHTSA's recalls, investigations and complaints, plus your firm's own experience, described without client details. Every fact links to its source and carries the date we checked it.

Do model pages get us in trouble with manufacturers?

Not when they describe your service accurately and don't imply any tie to the brand. We use model names to say what a page is about, never logos, and never anything that looks like an official page.

It depends on the state. Some lemon laws reach used or leased vehicles in some situations, and federal warranty law can apply too. Pages say what your state's law covers, as your attorney confirms it.

Lemon law · SEO and AI search

Lemon law SEO and AI search: pages by make, model and defect

Pages built on NHTSA's public recall and complaint records, your state's lemon law explained, and AI answers to 'is my car a lemon' questions.

Last reviewed October 24, 2026 by the Probative editorial team

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Flat, published fees; you pay the ad platforms directly.
Every account in your name; leave any month after 90 days.
Your attorney approves every ad, and we check your state’s rules during setup.

Lemon-law SEO meets owners at the moment they type their car and their problem into a search box or an AI assistant. We build pages by make, model and defect from public records, explain your state’s lemon law step by step, and judge the work on signed cases from organic search.

The page plan

Page group	Examples	Built from
Your state’s lemon law	How many repair attempts, how long out of service, what notice to give	Your state’s statute, checked by your attorney
The steps	Notice to the manufacturer, informal dispute programs, what to keep	Most states require notice, and many an informal dispute program first (FTC)
Makes and models	Pages for the vehicles your firm sees most	NHTSA recalls, investigations and complaints (NHTSA), with the date checked
Defects	Transmission, electrical, engine, safety systems	Public records and plain explanations of what counts
Fees	How fee shifting works, what clients pay, under your fee agreement	Your attorney’s approved wording
Spanish versions	Key pages, written fresh	Native writers and a second reviewer

NHTSA also publishes datasets and APIs (NHTSA), which make it practical to keep model pages current as new recalls appear.

Only where there’s something to say

A page for every model and year with nothing new on it is exactly what Google’s spam policies describe as scaled content abuse (Google). We build a model page only where people search for it and public records or your firm’s experience give it real substance.

Trademark care on pages

Model names describe what a page covers. Pages never use a manufacturer’s logo, never look like official pages, and never suggest a tie to the brand. Google’s trademark policy governs ads, not pages (Google), but the same care keeps both safe.

AI answers for “is my car a lemon”

Google’s AI answers appear on 23.6% of legal searches (Ahrefs), and lemon questions are almost always questions: “is my [model] a lemon after four repairs in [state].” We track how often AI answers name your firm for them and give the engines accurate pages to quote. See AI search.

How we measure it

Organic signed cases appear on four lines in the Monday report (non-brand, brand, Business Profile, AI assistants), by page group, so you can see which makes and defects start the visits that sign.

The paid side is on lemon law ads; the overview is on lemon law.

Our two pillars for lemon law

02 · Ads, search and social Lemon law ads Google and Microsoft search, Local Services Ads, Meta, YouTube and ChatGPT, judged on signed cases.

Questions firms ask

Where does model-specific content come from?: From public records: NHTSA's recalls, investigations and complaints, plus your firm's own experience, described without client details. Every fact links to its source and carries the date we checked it.
Do model pages get us in trouble with manufacturers?: Not when they describe your service accurately and don't imply any tie to the brand. We use model names to say what a page is about, never logos, and never anything that looks like an official page.
Do used cars count?: It depends on the state. Some lemon laws reach used or leased vehicles in some situations, and federal warranty law can apply too. Pages say what your state's law covers, as your attorney confirms it.

Sources

NHTSA: check for recalls (by VIN, plate or make, model and year) · Accessed October 24, 2026
NHTSA: datasets and APIs · Accessed October 24, 2026
FTC, 61 Fed. Reg. 19067 (1996): state lemon laws, notice and informal dispute programs · Accessed October 24, 2026
Google Search Central: spam policies (scaled content abuse) · Accessed October 24, 2026
Google Ads policy: trademarks · Accessed October 24, 2026
Ahrefs: AI Overviews appear on 23.6% of legal queries · Accessed October 23, 2026

Start with your own numbers.