Multi-Modal AI Extraction
for Complex Physical & Digital Assets.

A model has no memory beyond its working context. Everything it knows about a task at a given moment is whatever fits in that window. What is not there does not exist. The limit on enterprise AI is rarely intelligence. It is that the information needed to make a good decision is trapped in formats a model cannot use: a decade of broadcast footage, a hospital floor scanned in 360°, a shelf of as-built drawings.

Detection alone does not fix this. Recognizing a face in a frame is a detection. Knowing that it is the correspondent from the 2019 broadcast, that the clip is cleared for licensing, and that the bystander beside her must be redacted before delivery is context.

ContextFormers forms that context. We extract what matters from visual and spatial sources, connect it to your own people, assets, places, terminology, and source evidence, validate it, and deliver it into the systems you already run. The result is intelligence a model, or a person, can trust.

In hospitals and other occupied buildings, scans capture identifiable people, screens, documents, and protected health information. That data must be redacted before it can be stored, shared, or used in any system.

ContextFormers products detect and obfuscate PII automatically—faces, text, screens, and sensitive areas—immediately after capture, ensuring compliance before data enters any downstream platform.

Deployment, isolation, and redaction →