Today's shoppers ask ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI which dealer to buy from. Lumon8 makes sure they name you — monitoring all six engines as often as daily, fixing what they get wrong, and proving the shoppers and vehicles AI sends to your lot.
Lumon8 is Autonomous GEO for Automotive Retail: an autonomous generative engine optimization platform for car dealerships. Every day it monitors what ChatGPT, Claude, Gemini, Perplexity, Grok and Google AI say when local shoppers ask, identifies where competing dealerships are winning, automatically fixes the dealership-controlled information AI reads, re-checks the next day, and reports every Monday: the store's share of every 100 AI recommendations against the rival, at home and in the rival's town. The dealer approves each change with one click, or lets it run on its own. Monitor. Identify. Fix. Repeat.
Other tools hand you a report and wish you luck with your website vendor. Lumon8 works directly with your website provider to have its tag installed — we open the ticket, coordinate it, and copy you for approval — then publishes your verified facts on two surfaces: the tag's structured data for Google's AI, and a server-rendered facts page every AI crawler can read without running a line of JavaScript. Nothing else is ever asked of anyone at the store.
Monitor. Identify. Fix. Repeat. Set it up once; the loop runs without you.
Every day, Lumon8 asks ChatGPT, Claude, Gemini, Perplexity, Grok and Google AI the questions shoppers in your market ask, at home and in your rival's town, and stores every answer word for word.
It finds where a competing store is being named or picked instead of you, and which fact, page or listing the answer leaned on: your share of every 100 recommendations, and the reason behind it.
It corrects the dealership-controlled information AI reads: your facts, your whole lot, your specials and your structured data, with a receipt for every change. One-click approval, or auto-approve.
It re-checks the next day and reports every Monday: your share against last week, the rival on the same line, what was fixed, and the next town.
We ask ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI the seven questions your shoppers ask — 'best [brand] dealer near [city]', your best-selling model, deals, service, reputation — as often as daily, with live web search, just like your shoppers.
Install one tag and see the shoppers and VDP views that came from AI answers, engine by engine, each chained to the page it landed on. A conservative floor, never an inflated number — engines that hide their referrers can't be counted, and we say so instead of guessing.
When an engine has a fact wrong or missing, Lumon8 publishes the correction on the two surfaces AI reads: your tag's structured data and a facts page in plain HTML every crawler can read. Approve each one with a click, or let trusted corrections publish on their own. Every fix is re-checked the next day.
Most dealer sites draw the cars with scripts AI crawlers never run. We read your inventory daily and publish every model with counts and floor prices where AI reads — a price only goes out when it reconciles with your site, and you can turn prices off.
Your lease and service specials, the answer to 'is this store worth the drive from the next town' built only from verified fields, and your real customer reviews quoted where AI reads. Never invented, never marked up as ratings.
Every store is measured at home and in the town of the store taking the most of its recommendations. When another store starts taking more, the away sweep moves to its town on its own and the Monday report says so.
Out of every 100 dealer recommendations AI gives in your market, how many are you — and where that puts you among the stores of your brand AI actually names. Only verified rooftops count. No score, no index: 14 of 20 is reported as 14 of 20.
When an engine flips from naming you to naming a rival, you hear the same day, with the answer as the receipt — and again when it flips back. One odd answer is never an alert; a confirmed change always is.
Every plan monitors all 6 AI engines. Managing multiple rooftops? See agency plans →
One real audit: share of AI recommendations, every rival named, every answer as a receipt. The install tag and AI Traffic. Your facts page drafted.
Start freeMeasured every Monday, all seven questions. Your facts page published, your rival's town, how AI describes you, wrong facts corrected with your approval.
Get StartedMeasured every day, up to 8 rival towns chosen by AI, fixes applied for you with receipts, same-day steal alerts, AI asked about your three best-selling models.
Get StartedA real scan of all six engines, live on your dealership — 90 seconds, no signup, no card.
Watch it live →