0–15
Fumes
An agent can neither find nor transact with this rooftop.
AGENT COMMERCE READINESS · POWERED BY CARFEINE
Can an agent actually buy a car from your rooftop?
Most dealer sites can be read by an AI. Almost none have done the work that lets an agent complete a sale.
Free. No signup.30–90 seconds per rooftop27 evidence-backed checks
And here's where you land
▸ Our position
Agent-ready means the work has been done — not just data the agent can read.
- 01Composingtotal cost
Every fee, every incentive, every jurisdictional adjustment — assembled for the agent before it asks.
- 02Resolvingcompliance
Disclosures and disclaimers resolved for the buyer's specific jurisdiction. Not a static footer.
- 03Servingthe transaction surface
Quote · hold · schedule — invokable by the agent. Not just an MCP endpoint it can read.
- 04Threadingsale attribution
When the deal closes, the attribution flows back to your rooftop — not to a marketplace.
Parseable is table stakes. The work being done is the bar.
The Six Dimensions
Six things that have to be true before an agent can sell from your rooftop.
Every check is rooted in observable evidence on your live site. We don't grade vibes, and we don't grade what an agent could in theory parse. We grade whether the work an agent needs done has been done.
01 / 06 Inventory Intelligence
The vehicle records an agent needs before it can recommend, hold, or transact. Not just structured — actionable.
02 / 06 Cost Transparency
Total drive-off cost — every fee, every incentive, every jurisdictional adjustment — composed for the agent. If the agent has to compute it, the work isn't done.
03 / 06 Compliance Readiness
Disclosures and disclaimers resolved for the buyer's specific jurisdiction. Not a static footer. The compliance work, done.
04 / 06 Data Quality
Every record stamped with provenance and freshness. Agents won't transact against data they can't trust.
05 / 06 Agent Tool Surface
The transaction surface where an agent actually completes commerce — quote, hold, schedule. Not just MCP-readable. MCP-actionable.
06 / 06 Network Intelligence
Discovery, attribution, and reach. Whether agents can find your rooftop in the first place — and whether the sale flows back to you when they do.
Fuel levels
From Fumes to Supercharged.
Your composite score (0–100) maps to a fuel level. Levels are calibrated against the dealer cohort to keep ranks meaningful as the industry moves.
16–35
Reserve
Some data accessible. Agents can't complete a sale.
36–55
Quarter
Agents can read, but the work to transact hasn't been done.
56–75
Half
Agents can transact, with friction.
76–90
Full
Production-grade for AI commerce.
91–100
Supercharged
Reference implementation. Top 1%.
Drop a URL. Get a verdict in under a minute.
- STEP 01
Drop a URL.
We accept the public homepage. No tags, no signup, no install.
- STEP 02
We crawl & extract.
Homepage plus two to three key pages — VDP, SRP, finance — read like an agent would.
- STEP 03
We evaluate 27 checks.
Across six dimensions of agent-ready commerce. Each check returns a score, evidence from your live site, and a remediation path.
- STEP 04
You get a gauge & report.
Shareable score, dimension breakdown, and a prioritized list of what to fix first.
Two ways to engage. One direction of travel.
Start free. Move when the gap matters to you.
Claim a rooftop
Verify ownership of a scanned dealership. Get a branded directory page, embeddable badge, public score history, and quarterly re-scans on the house.
- Branded page in the public directory
- Score-history strip for marketing
- On-demand re-scan after you ship a fix
Get Carfeinated
Open a Carfeine account and let Carfeine do the work. We turn your raw inventory into reVINs — canonical, agent-ready vehicle records — and serve them through the transaction surface agents need to actually complete a sale.
- reVIN your full inventory, continuously
- Cost composition, compliance resolution, transaction surface
- Score impact tracked every quarter, against your cohort