AI Concepts
ConceptVisual Spotter
A 1967 Beetle announces itself if you know where to look: the headlights stand up, the bumpers are chrome, the filler is still outside. The idea is a report that reads a photograph the way a knowledgeable friend would, and shows the year ranges it is reasoning from, so you can disagree with it.
What works today
What is a concept
- No photo upload, image analysis or identification exists.
- This page will not accept your photograph.
- The example below was written by hand against a supplied photograph.
How a report would be built
- A photograph
- A comparison
- A report
Everything below is an illustration.

Illustration from the VWX design studies
What a report could show
Subject: a 1967 Beetle, supplied.
Features and their year ranges
- Vertical headlights
- 1967 only
- Chrome bumpers
- 1949-1967
- Pop-out rear windows
- 1965-1977
- External gas filler
- 1949-1967
Four features, four year ranges. Only one year sits inside all four.
Read the 1967 referenceWhat it does not do
- It does not tell you a car is genuine.
- It does not read a chassis number.
- It does not see anything you have not shown it.
What a good photograph would need
Clear photographs
Well lit, from more than one angle. A report could only read what it is shown.
The small things
Badges, trim, the filler flap: the details that date a car.
Original parts
Later wheels or lights would confuse any reading of the year.
Envisioned
- Year ranges cited to the reference page they come from.
- A plain statement of what the photograph does not show.
- A shortlist of years, rather than one confident answer.
- An honest "we cannot tell" when the features disagree.
- VWX will not authenticate a vehicle, and will not share anyone's contact details without their consent.
Tell us what you think
- Would a report like this be worth a photograph to you?
- What would you want it to say when it cannot tell?
Explore the ecosystem
Concept
MechanicAI
Most questions about an air-cooled engine have already been answered somewhere. The idea is not a mechanic in a box; it is a short conversation that ends on the right reference page, with the manual still open on the bench beside you.
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Market Values
Anyone can print a number. The hard part is being able to say where it came from. The idea is a value with its evidence attached — the sales it was drawn from, the condition it assumes, the market it applies to — and no number at all until those three exist.
See the idea