Building the structured data layer for automotive aftermarket commerce.
CarFitManager is an AI-assisted platform for managing automotive product data, vehicle fitment and supplier catalog normalization. It is built for teams that need cleaner, more reliable data before publishing products to e-commerce systems, APIs and partner feeds.
Why it exists
Automotive data is different from ordinary product data.
In the automotive aftermarket, a product is rarely just a product. It is connected to makes, models, generations, year ranges, body variants, technical rules and supplier-specific fitment references.
Traditional product information management tools can store product content, but they usually do not solve the deeper compatibility problem: deciding which product fits which vehicle, how that decision was made and how to publish it reliably across sales channels.
CarFitManager was created to focus on this missing layer — the structured relationship between supplier catalogs, vehicle data and commerce-ready fitment information.
What we are building
A platform for cleaner fitment workflows.
CarFitManager is designed around the practical data problems that automotive sellers and distributors face when working with multiple suppliers and multiple commerce channels.
Supplier catalog normalization
Import and standardize fragmented supplier files, product references, categories and attributes.
Vehicle fitment management
Structure compatibility between products and vehicles across makes, models, generations and fitment rules.
Commerce-ready exports
Prepare structured data for XML feeds, APIs, e-commerce platforms and future partner integrations.
Real-world validation
Developed around real supplier and e-commerce data.
CarFitManager is currently being developed and validated through a pilot implementation connected to MAKY.STORE, an automotive and outdoor e-commerce business serving European markets.
This gives the platform a practical foundation: real supplier catalogs, real compatibility challenges, real export requirements and real operational feedback.
Multi-supplier
data intake
Multi-market
commerce layer
Private beta
pilots available
Current stage
Private beta now, broader rollout planned for 2026.
CarFitManager is not positioned as a finished mass-market SaaS product yet. The platform is in private beta and is being refined through selected pilot workflows.
Our goal is to build a reliable, practical and scalable data platform for automotive aftermarket sellers, distributors and data partners that need better fitment management.
The project is built in Slovakia with a focus on European automotive commerce, supplier diversity and multi-market expansion.
Contact
Interested in structured automotive fitment data?
CarFitManager is open to selected pilot conversations with automotive aftermarket sellers, distributors and data partners.
info@carfitmanager.com · Bratislava, Slovakia