✦ AI Visibility & Sales Attribution for Dealerships

If AI doesn't name your dealership,
the dealer down the road gets the sale

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.

No credit card No sales call Score in 60 seconds

See your full score and findings before you create an account.

6
AI engines monitored
Up to daily
Visibility scans
Receipts
For every counted visit
One tag
Traffic, schema, leads
Scanning your AI visibility…
0/5
Crawling your site, inventory schema, and NAP across directories
Querying ChatGPT, Claude, Gemini, Perplexity, Grok & Google AI for every target query
Detecting false claims AI engines make about your dealership
Identifying which competitors AI cites instead of you
Building your visibility score, competitor gaps & staged corrections
From a real scan last week
A Southern California Toyota dealer was invisible on 4 of 6 AI engines in their own city — while a rival 20 minutes away owned every AI answer in a neighboring market they both sell into.
They found out in 60 seconds. Your audit shows the same map for your market.
4/6
engines silent
100%
rival share next door

You can't edit your dealership's website.
We built for that.

Other tools hand you a report and wish you luck with your website vendor. Lumon8 publishes your verified facts on two surfaces: a one-line tag for Google's AI, and a server-rendered facts page every AI crawler can read without running a line of JavaScript. Content fixes arrive as ready-to-paste kits your vendor can drop in.

Schema deploys instantly
AutoDealer, LocalBusiness, and FAQ markup — live the moment the tag is installed.
Stays correct automatically
Hours change? New departments? The tag serves the current facts without anyone touching the site.
Approved corrections, live on what we control
When AI gets your facts wrong, Truth Monitor drafts the fix — you approve with one click, and it goes live in your schema and your verified facts page. Both render from the same corrected record.

How Lumon8 Works

Set it up once. We handle the rest automatically.

01

Audit Your Presence

We scan your site, inventory schema, NAP, and departments — and score your visibility across all six AI engines.

02

Monitor & Attribute

Daily queries track whether AI recommends you, the Truth Monitor flags wrong facts, and one tag attributes the shoppers and VDP views AI sends.

03

Fix & Prove ROI

One-click corrections and schema deploy to your site; reports show your rank, market-share position, and vehicles likely sold after AI views.

Everything Your Dealership Needs to Win AI Search

6-Engine Visibility Monitoring

We ask ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI 'best [brand] dealer near [city]' as often as daily — using live web search, just like your shoppers — and track whether you show up.

AI Traffic — With Receipts

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.

Fixes on Every Surface We Control

One tag keeps your AutoDealer / LocalBusiness / FAQ schema correct for Google’s AI surfaces — the one major engine that renders pages. The same verified facts publish server-side on your facts page in plain HTML, readable by every AI crawler, no rendering required.

Likely Sold After AI Views

We snapshot your inventory by VIN and surface the vehicles that left the lot after AI shoppers viewed them — ranked by AI views. The closest thing to proof that AI helped sell a car.

Inventory Schema Audit

We check whether your VDPs expose machine-readable Vehicle, Offer (price), and Review schema — what AI needs to cite your actual stock and pricing, not just your homepage.

NAP & Department Entities

We cross-check your name, address, and phone across Google, Yelp, and your site, and verify Service, Parts, and Finance read as distinct entities AI can recommend on their own.

Ranked Presence & Market Share

Not just whether you're mentioned — whether you're the top pick or buried, and where you rank against nearby dealers across every AI answer.

Truth Monitor + Approval-Gated Fixes

An agent reads what AI says about your dealership and flags wrong location or identity facts — then drafts the correction for your one-click approval. We never touch pricing or reviews.

Simple Pricing

Every plan monitors all 6 AI engines. Managing multiple rooftops? See agency plans →

Starter
$149/mo

1 rooftop, monthly 6-engine audit, AI lead attribution, schema + GTM snippet

Get Started
Most Popular
Growth
$299/mo

Weekly audits, Truth Monitor, 5 markets, competitor + market share, likely-sold inventory

Get Started
Pro
$499/mo

Daily audits, auto-correct, 10 markets, AI spend dashboard, weekly reports

See All Plans

Ready to Win the AI Shopper?

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