Blog · Tech

QueryCraft: the digital core of business networks

9 April 2025 · by Interlogica

An R&D project for building intelligent databases, combining scraping, conversational AI and natural-language dashboards

Organising and making the most of company information is an increasingly central challenge, especially in complex contexts such as business networks, consortia or supply chains.

This is where QueryCraft comes from: our Research & Development project designed to offer an intelligent tool for collecting, validating and consulting data.

The main goal is to create a unified database that collects and organises up-to-date, verified data, making it easier to share skills and to find opportunities for collaboration within the network.

🧪 QueryCraft is a Research & Development project by Interlogica.
An AI-driven engine that turns networks of companies into active information ecosystems.

Data collection through scraping

The system starts from a list of companies and, for each one, performs an automatic collection of public data (websites, social media, directories).

This activity relies on scraping techniques, which bring a certain instability due to the structural differences between websites and to how they change over time.

To deal with this complexity, Interlogica developed an engine powered by generative AI, which extracts content more flexibly and effectively, without having to configure a custom scraper for each domain.

Data validation and enrichment

After the initial collection, the information goes through a validation phase via a conversational interface: a chat module involves a contact person at the company, asking them to confirm or complete the data collected.

The answers are analysed by Large Language Models (LLMs), which normalise and structure the data, enriching the unified database with validated, consistent information.

Consultation and analysis

The resulting database can be consulted in two ways:

  • through traditional dashboards, with customisable filters and views;
  • through a natural-language interface, which lets you ask questions in plain text and automatically run dynamic queries.

These features are designed to support business intelligence activities, both for purposes internal to the network and for those who run projects to promote companies and match them with one another.

Towards wider use

Interlogica has picked up a growing market need: tools capable of organising and making the most of complex networks of players – partners, suppliers, affiliated companies. From this insight came a project initially designed for associations and consortia, but easily adaptable to many business scenarios.

QueryCraft’s modular and scalable approach makes it possible to build tailor-made solutions to:

  • build proprietary databases to be offered on the market as information assets;
  • offer custom solutions to companies that want to structure their relational data.

We are only at the beginning: QueryCraft is an open laboratory, ready to evolve and respond to the needs of different contexts.

👉 Contact us to find out how we can adapt it to your organisation.

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