Extract
Detect, read, and locate what matters across images, video, audio, documents, and spatial sources.
A CAPABILITY ACROSS EVERY APPLICATION
Privacy Obfuscation
Formerly VizmoAI
Raw imagery → compliance-safe data
Detect and obfuscate faces, people, screens, documents, medical records, and sensitive areas immediately after capture. Automated PII redaction runs before data enters any downstream system — a compliance gatekeeper for HIPAA, facility privacy, and data governance requirements.
THE ENGINE
One engine underneath.
The same four steps run underneath every application. What changes between them is the source material and the output schema, not the intelligence in between.
Form context
Connect detections to the customer's own people, assets, places, terminology, and source evidence.
Validate
Confidence, cross-source corroboration, and human review before anything is treated as fact.
Deliver
Structured output into search, GIS, asset systems, APIs, and the workflows already in use.
Trust runs through every step: privacy, governance, provenance, confidence, and human review.
HOW IT WORKS
Privacy enforcement at the point of capture — not after the data has already been shared.
01. Face & person detection
Detects faces and full human figures in 360° panoramas, standard photos, and drone footage — including partial views, reflections, and people visible through windows or glass.
02. Screen & document detection
Identifies computer screens, whiteboards, printed documents, photos at desks, and any surface displaying readable text or identifiable information.
03. Medical record & PHI detection
Detects protected health information visible in facility scans — patient charts, medication labels, bed assignments, diagnostic screens, and medical equipment displays.
04. Automated obfuscation
Every detected PII element is obfuscated immediately — blurring, pixelation, or solid masking applied before the imagery enters any storage, sharing, or processing system.
05. Compliance reporting
Generates an auditable log of every detection and obfuscation action — what was found, where, confidence score, and the redaction method applied. Ready for HIPAA and regulatory review.
06. Redaction before downstream use
Detected PII is obfuscated before imagery is released into storage, sharing, or downstream processing — on whichever deployment model you run.
SEE IT IN ACTION
Automated privacy enforcement at the point of capture.
Person Detection & Anonymization
People detected and pixelated at 100% confidence. Room numbers, exit signs, and equipment identified simultaneously.
Screen, Document & PII Obfuscation
Monitors, documents, and people automatically obfuscated. Every sensitive surface marked before data enters any system.
SECTORS IT RUNS IN
Where this lands.
Each sector page lists the roles it is built for and what they use it on.
WHO IT'S FOR
Built for the teams that need this most.
Privacy & Compliance Officer
Healthcare systems, research hospitals, long-term care facilities
- Automatically obfuscate faces, screens, documents, medical records, and photos at desks before data enters any system
- Ensure HIPAA compliance on all captured imagery — no manual review required
- Detect and redact protected health information visible in 360° panoramas across every room and corridor
Facility Operations Manager
Corporate campuses, data centers, financial institutions
- Enforce privacy policies on facility scans without slowing down the capture workflow
- Redact employee faces, desk contents, and screen data from any imagery shared with contractors or vendors
- On-premises deployment available when facility imagery cannot leave your environment
Data Governance Lead
Government agencies, universities, regulated industries
- Meet data sovereignty and privacy regulations automatically at the point of capture
- Generate auditable redaction logs for regulatory review and compliance documentation
- Enable safe sharing of spatial data with external partners, contractors, and oversight bodies
INPUTS & OUTPUTS
What goes in. What comes out.
PRIMARY INPUTS
- 360° panoramic imagery
- Standard photography
- Drone footage
- Any captured facility imagery
SYSTEM OUTPUTS
- Privacy-safe redacted imagery
- Auditable detection & obfuscation logs
- Compliance-ready documentation
- Clean imagery for downstream GIS/BIM systems
ContextFormers runs on shared cloud, dedicated single-tenant, or your own infrastructure — including air-gapped deployment — with tenant isolation and automated PII redaction across every model. Trust & Compliance details
OTHER APPLICATIONS
GET STARTED
See privacy obfuscation on your imagery.
Tell us about your capture workflow — scan type, volume, and compliance requirements. We'll scope a project and show you what ContextFormers delivers.
hello@contextformers.com