Our AI Venture

ConnectSphere — One Logical Truth.

Co-founded by DATAPAT, ConnectSphere is the keystone that turns messy data, legacy silos and custom AI labor into reproducible, scalable outcomes — in months, not years.

The connection

Forty years of structure, aimed at AI.

DATAPAT has eliminated redundancy and built redundancy-free data structures since 1985. ConnectSphere takes that exact discipline — now mathematically formalised — and applies it to the hardest problem in enterprise AI: the messy middle no model can fix.

It's not a coincidence. It's a continuation.

The problem

The "messy middle" everyone ignores.

The same entity lives in 5–10+ systems with subtle mismatches. Dashboards disagree. RAG and fine-tuning on dirty data hallucinate. Every AI initiative collapses into expensive, one-off custom labor.

ConnectSphere doesn't patch the mess. It imposes mathematical order above it.

How it works

From fragmented data to governed AI — in four moves.

01

Non-invasive pull

Read from existing sources — ERP, mainframes, cloud warehouses, legacy cores — in real time or batches. No agents installed, no data copied out, no processes changed.

02

Cardinality-driven normalization

Pure analysis of occurrence patterns and relationships drives provable normalization. Every entity collapses to exactly one canonical truth — with full provenance.

03

Single logical truth layer

A lightweight virtual overlay — not another database. A Semantic Dictionary maps cryptic legacy fields to shared business terms. Data stays sovereign at origin.

04

AI & agentic enablement

Feed clean truth to local, on-prem LLMs. Proprietary "Skills" replace brittle RAG — hallucinations drop to near-zero, and delivery becomes templated and repeatable.

Proven acceleration

24 months → 4 months.

Using structural connectivity and parallelization, a large-scale ERP analytics replacement was compressed from 24 months to four. ConnectSphere goes further — fixing redundancy at the architectural root first — and delivers a production meta-layer through a focused 6-month POC on Nvidia-powered hardware for local models.

Backed by

Built on serious foundations.

ConnectSphere is powered by DATAPAT GmbH together with Schäuffelhut-Berger GmbH and Infira-Group GmbH.