Engineering Forge

Build practical tools for complex workflows.

DataCogit explores lean software products across AI, security, automation, integrations, and applied assessment — designed to surface signal, reduce manual work, and support better engineering decisions.

How We Work

Principles behind every build

Maintainability First

Built for the next engineer, not just today.

Data-Informed Decisions

Intuition sets direction; data validates it.

AI as Augmentation

Accelerates engineering, doesn't replace it.

Developer Experience Matters

Adoption is part of the architecture.

Full methodology belowRead more →
Active Experiments

Tools forged for real problems.

Each experiment starts with a bottleneck worth solving. These are the ones currently on the workbench.

In Development

Public Exposure Detector

Know the moment a Confluence space goes public.

Scans all Confluence spaces hourly for anonymous read access. Alerts via a live status page, tracks remediation history, and lets you allowlist intentional exposures with a reason.

SecurityConfluence
In Development

TRACE

See how people reason through realistic work situations.

A scenario-based diagnostic platform for vocational schools and training providers. Candidates annotate real materials - drawings, photographs, documents - and TRACE turns their responses into structured capability profiles and actionable feedback.

AssessmentEdTech
The Methodology

How we think about engineering.

Not a framework. Not a buzzword collection. Just the principles that survive contact with real teams and real scale.

Maintainability First

Code that survives team changes and scale. Every architecture decision is made with the next engineer in mind.

Data-Informed Decisions

Intuition sets the direction. Data validates the path. Every tool we build surfaces the signal buried in the noise.

AI as Augmentation

AI accelerates engineering - it does not replace it. We embed intelligence where it compounds human judgment.

Developer Experience Matters

Tools that engineers resist using fail regardless of quality. Adoption is part of the architecture.

Let's Talk

Have an integration problem worth solving?

Whether you're a founder, an engineering leader, or just curious about what's being built - let's talk architecture.