If Your Organisation Runs It, We Can Learn It

We teach AI to understand proprietary, custom-built, and commercial niche applications — turning months of custom development into a structured, repeatable process.

Any Application. Any Vendor.

Our methodology works across fundamentally different application architectures, access methods, and data models.

Commercial Off-the-Shelf

Industry-specific applications, niche ERPs, vertical SaaS, and legacy platforms abandoned by their vendor's AI roadmap. If the vendor won't build AI for it, we will.

Custom-Built

Internal tools, bespoke platforms, and homegrown systems that only your organisation uses. No public documentation needed — we learn from the application itself.

Proprietary

Trade-secret systems, classified environments, and applications with no public documentation. Everything runs on your network — nothing leaves.

From Unknown Application to AI-Queryable

A structured, repeatable process — not a science project.

1

Connect

We access your application's screens and data layer. On your network, under your control. Nothing leaves your environment.

2

Learn

Our methodology maps what users see on screen to how data is stored and retrieved — bridging the gap between human language and system internals.

3

Validate

Every answer is verified against what the application actually shows. No hallucination, no guessing — screen-validated accuracy.

4

Deploy

Your team gets a natural language interface to the application, running on-prem as a Docker container. Ask questions, get verified answers.

Why Not Just Use Generic AI?

Generic AI Tooling

  • Bolt an LLM onto your documentation and hope
  • No awareness of what users see on screen
  • Hallucinated answers that look plausible
  • One-size-fits-all prompts for every application
  • Breaks when your app is customized
  • Requires public API documentation to exist
vs

CDDI Methodology

  • Purpose-built comprehension of your application
  • Screen-validated against what users actually see
  • Verified accuracy — if it can't confirm, it says so
  • Application-specific intelligence, not generic prompts
  • Learns your customizations as part of the process
  • Works from screens and data — no docs required

Already Proven Across Multiple Systems

The methodology works across different vendors, domains, and access methods. Three enterprise integrations shipped and validated.

3
Shipped Integrations
70+
Validated Patterns
2
Vendors, 3 Domains
10 min
To First Answer

Let's Discuss Your Application

Whether it's a 30-year-old mainframe green screen or a modern web app your team built last year — if your organisation runs it, we can teach AI to understand it.

Get in Touch