Fejléc

When Artificial Intelligence Learns Within Company Walls

Szerző ikon Levente Nepp

Dátum ikon 2025.10.16

Artificial intelligence (AI) is transforming every industry—but what happens when we keep it locked inside, learning only from our own data? This is the idea behind “caged AI”, a secure, in-house system that operates entirely within a company’s infrastructure.

Why Keep AI Inside?

For sectors handling sensitive information—such as finance, insurance, or law—data security is paramount. A “caged” AI runs locally, without any internet access, ensuring that no business data leaves the company’s servers. The AI system, called CollAIgue, learns only from internal documents, creating a knowledge base unique to the organization.

How It Works

The system integrates with document management tools like Alfresco, where it:

  • Analyze documents stored in a central repository.
  • never transmits data externally,
  • Answer internal queries using only company data.
  • Learn continuously in a secure, isolated environment.


Where It’s Already Making an Impact

Caged AI has proven successful in several fields:

  • Banking and insurance: verifies documents and IDs with 99% accuracy.
  • Aviation: matches parts with digital certificates automatically.
  • Real estate: organizes diverse design files for easier searching.
  • Finance: identifies invoice data to assign costs with 98% precision.
  • Data protection: recognizes documents with personal information to support GDPR compliance.


A Safe Path to Efficiency

Companies managing large document volumes or sensitive data can benefit most from this approach. Closed AI doesn’t replace humans—it frees them from repetitive work, allowing focus on decision-making and value creation.

When AI learns safely within company walls, it becomes a trusted colleague—one that understands exactly what your business needs.

Read the full article on our International subsidiary’s website by clicking on the logo: