SEE WHAT CHANGES

From scattered recordsto something you can use.

Eleven practical examples from our project experience. Explore what goes in, what comes out and how the result is used.

Project experience

Do these different names mean the same model?

Free-text listings use abbreviations and different names for the same vehicle model.

CSV / JSON
What we start with

Octavia 2.0 TDI DSG

SKODA OCTAVIA / diesel / automatic

What you receive

Consistent model names from a controlled catalogue, with the original wording retained.

Illustrative outputScroll to see all fields
Illustrative output: Do these different names mean the same model?
Original nameStandard modelMethodCatalogue check
Octavia 2.0 TDI DSGŠkoda OctaviaRulesPassed
SKODA OCTAVIA / diesel / automaticŠkoda OctaviaConstrained AIPassed

Why it matters: Group and compare the same models even when each source names them differently.

Project evidence

Rules identify the model in about 80% of listings in the supplied portal project. Remaining cases go to AI that can choose only from a fixed list of real models.

Example records showing a capability used in our projects. Names and values are illustrative; project measurements relate to the stated evaluation.

LET’S MAKE THE CONNECTION

The right data startswith a conversation.

Tell us what you need — or what you have. We will assess the fit and define a practical next step.