Case studies

Real work, not promises

KaraK currently enriches a B2B distribution catalogue in production, its matching engine operates at scale, and Opsylen is building a multi-source company-data workflow for Eco-Tech Ceram. Here is the exact status of each project.

Customer case · B2B distribution

Groupe Martin Belaysoud: reliable product data for a group founded in 1829

Context

€1.17 billion in revenue, 232 sites and eight specialist brands — from heating and climate engineering (Téréva) to industrial supplies (Mabéo Industries) and premium bathrooms (Grandbains). The group also operates a group-wide product catalogue: KaraK is in production on a catalogue of 640,000 products.

The challenge

Missing or inconsistent attributes across categories, with data spread across manufacturer websites, PDF data sheets and catalogues — and one simple business reality: a B2B e-commerce site can only sell products that its data describes well. Manual completion and correction cannot scale to a catalogue of this size.

Method

Attribute schemas for each product category; agents that find and read manufacturer documents; every written value linked to its source or marked as inferred; and human control points on every batch. The data returns to the group's catalogue ready for its sales channels.

Today

Tens of thousands of products are processed every year through a subscription. The group's data teams have validated accurate extraction of technical attributes — classes, standards and finishes — consistency across sources, the ability to read PDF data sheets, and full traceability, with every value linked to its source.

640 000

products in the production catalogue

Tens of thousands

of products processed each year · subscription

100 %

of values linked to a source or marked as inferred

In their own words

“The data itself is remarkable.”

Groupe Martin Belaysoud

Translated from French

“We have been monitoring this field for four or five years and have seen all kinds of providers… This is a step ahead.”

Anthony Dettori

Group Head of Data Products · Groupe Martin Belaysoud

Translated from French

“It is very promising, including in terms of future potential.”

Cédric Lochmann

Group Chief Data Officer · Groupe Martin Belaysoud

Translated from French

“Honestly, it is excellent — and delivered in an extremely short time.”

Anthony Dettori

Group Head of Data Products · Groupe Martin Belaysoud

Translated from French

// matching module

More than one million matching operations performed in one month

KaraK's matching module compares entire catalogues — finding and proving exact products, and proposing equivalents within the same brand tier. How product matching works →

+1 000 000

matching operations in one month

Project in progress · company data enrichment

Eco-Tech Ceram: enriching the information used for prospecting

Opsylen is building a workflow that links official registers, open data and professional public sources to enrich company information. Agents connect every piece of information to its source and prepare an output that can be used directly in the customer's sales tools.

The project is currently in progress. Its results will be documented after the workflow has been delivered.

See the multi-source workflow
Eco-Tech Ceram

project in progress

// Trusted by

Groupe Martin Belaysoud
Téréva
Mabéo Industries
Grandbains
Eco-Tech Ceram

We also build custom data workflows

The same platform applies beyond products: company data, official registers and open data — sourced, cross-checked and made reliable by the same agents, with the same traceability.

Custom workflows

Your catalogue could be next

Send us a sample of your catalogue: we will show you the enriched data, complete with sources — with no commitment.