- 01What is provided?
Capture the listing, seller ask, vehicle identity, and visible evidence.
- 02What is still missing?
Keep title, condition, history, transport, and repair gaps open.
- 03What will ownership cost?
Show recon, transport, fees, buffer, and target gross together.
- 04Where should the buyer stop?
Calculate the protected offer and walk-away boundary for review.
About AvLu
Better buying decisions start with visible proof.
Listings are messy. Risk hides in what is missing, what ownership will actually cost, and where the deal stops making sense. AvLu puts those questions in one disciplined review.
Proof before confidence
Costs before offers
Human decision always
Why AvLu exists
A listing price is only the beginning of the decision.
A vehicle or equipment listing can look attractive while leaving the buyer to assemble the important facts across photos, seller messages, title records, transport quotes, shop estimates, and market comparisons.
AvLu was designed to make that decision trail visible. It turns scattered information into a proof status, a complete planning cost stack, a protected offer, and a clear boundary for human judgment.
How we work
Three principles guide the product.
Proof before confidence
Provided, missing, partial, and requested evidence stay visibly different. An assumption never becomes proof because it makes the math look better.
The cost stack stays in daylight
Recon, transport, fees, buffer, and target gross remain visible beside the protected offer so the decision can be challenged and defended.
Software informs. People decide.
AvLu can organize evidence and calculate boundaries. It does not approve purchases, replace inspection, clear title, or guarantee profit.
What AvLu does
Makes the decision inspectable.
- Captures messy listing details in one review
- Surfaces missing proof before confidence rises
- Shows the full planning cost stack
- Calculates a protected maximum and ask gap
- Creates a review package people can discuss
What AvLu never pretends
Evidence has a boundary.
- A screening trace is not a completed dealer case
- A planning allowance is not a written repair quote
- A modeled ceiling is not purchase approval
- Market context is not a condition guarantee
- Software output does not replace human judgment
Evidence, honestly labeled
Progress without inflated claims.
500Redacted evidence rows
150Full formula audits
350Screening traces
30Dealer-validation candidates
2,000Synthetic outcome scenarios
Dealer validation underway. The simulation library is not counted as external dealer proof.
Your AvLu contact
AVLU
Bring three public listings and the questions you cannot answer yet. The controlled pilot is built around practical dealer feedback.
Bring the listing you actually have.
See the proof gaps, cost stack, and decision boundary in one review.