Control Redaction Accuracy with AI Confidence Scoring
VIDIZMO Redactor assigns a confidence score to every AI detection, whether it is a face, license plate, weapon, or PII pattern. You decide the threshold. Only detections that meet your accuracy standard get applied. Everything else is flagged for review. No guesswork. No blind trust in automation. Full control over what gets redacted and what gets a second look.
What Is a Confidence Score in Redaction?
A confidence score is a numerical value (expressed as a percentage) that indicates how certain the AI model is about a specific detection. A score of 90% means the model is highly confident the detected element is correct. A score of 50% means the detection is uncertain and may need human review.
VIDIZMO Redactor generates confidence scores for every detection across video, image, audio, and document workflows. You set the minimum threshold, and the system only applies redaction to detections that meet or exceed it. Anything below the threshold is surfaced for analyst review instead of being applied automatically.
Key Benefits:
- Set a confidence threshold between 25% and 90% to control what gets redacted automatically
- Review individual confidence scores for every detection before finalizing
- Reduce false positives by filtering out low-confidence results
- Adjust sensitivity per content type based on risk level and compliance requirements
Eliminate False Positives with Threshold Controls
Over-redaction damages content usability. Under-redaction creates compliance risk. Confidence thresholds let you define the exact accuracy level required before redaction is applied.
Capabilities Include:
- User-definable confidence threshold from 25% to 90%
- Only detections at or above your threshold are applied automatically
- Low-confidence detections are flagged for manual review instead of being discarded
- Separate threshold settings can be configured per content type or workflow
- Reduces unnecessary redaction of non-sensitive content that AI misidentifies
Prioritize High-Accuracy Detections Automatically
When processing large volumes of content, not every detection deserves equal attention. Confidence scoring lets your team focus review time on uncertain results while high-confidence detections are handled automatically.
Capabilities Include:
- AI model size selection to balance accuracy and processing speed: Small (faster), Medium (balanced), Large (highest accuracy)
- Frame-by-frame tracking threshold (3 to 30 consecutive frames) to validate detections in video before applying redaction
- Contextual AI recognition using NLP and LLMs for semantic PII detection beyond simple pattern matching
- Confidence scores generated for all detection types: faces, people, heads, plates, vehicles, weapons, screens, PPE, text, and custom objects
- Scores also apply to PII pattern detection across 40+ built-in types and custom regex patterns
Validate Results Before Applying Permanent Redaction
Confidence scores are only useful if your team can act on them. VIDIZMO Redactor provides review tools that let analysts inspect, compare, and approve detections before redaction becomes permanent.
Capabilities Include:
- Split-screen comparison to view original and redacted content side by side
- Transparent redaction mode for internal QA review before generating final output
- Annotation support for exemption codes, redaction reasons, and reviewer notes on each detection
- Workflow modes: fully automated (zero-touch), semi-automated (human oversight), or manual review
- Redaction copy generation to preserve the original file while exporting a separate redacted version
Upload Content
Ingest video, audio, images, or documents from case systems, shared drives, or bulk upload.
Configure Accuracy Settings
Set your confidence threshold, select AI model size, and define frame tracking requirements. Choose your workflow mode (automated, semi-automated, or manual).
Review Scored Detections
AI processes the content and assigns a confidence score to every detection. Review scores, compare original vs redacted using split-screen, and approve or reject individual detections.
Export Validated Output
Download or share redacted files with full audit trails. Every score, threshold decision, and reviewer action is logged for defensible outcomes.
Disclosure-Ready Workflows
Consistent Redaction Standards
Governance & Access Control
Audit-Ready Accountability
Scalable Operations
Secure Deployment & Data Control
On-Premise
Full control over infrastructure, data, and security policies—ideal for strict residency and compliance needs.
Private Cloud
Dedicated cloud environment with enhanced security and isolation, combining scalability with operational control.
Government Cloud
Built to meet government-grade security and compliance standards. Supports regulated frameworks.
Hybrid Environments
Integrates on-prem and cloud deployments seamlessly while keeping sensitive workloads secure.
Law Enforcement
Manually redact critical details in evidence when context matters, such as unique identifiers, informant details, or sensitive scene elements. Combine automation with analyst oversight to support CJIS-aligned workflows and defensible disclosure.
Legal
Protect privileged and confidential information in discovery, exhibits, recordings, and filings. Manual redaction ensures accuracy for nuanced content and enables consistent outputs across productions.
Healthcare
Safeguard PHI in scanned records, recorded consultations, and supporting media. Manual refinement helps ensure HIPAA-aligned redactions when identifiers are complex or poorly captured.
Government
Meet FOIA and public records requirements by applying careful, context-aware redactions, especially for sensitive terms, protected categories, or unique identifiers requiring human judgment.
Call Centers
Manually refine redactions in recorded calls where speech is unclear, overlapping, or context-dependent. Reduce risk while maintaining recording usability for QA and dispute resolution.
Education
Protect student and staff privacy in incident reports, recordings, and documentation. Manual tools support FERPA-related redactions when sensitive information is nuanced or case-specific.
Finance
Ensure accuracy when redacting account details, identifiers, and confidential references in customer documentation and recorded interactions—supporting compliance and risk reduction.
Transportation
Redact incident evidence, operational footage, and reports where unique visuals, identifiers, or sensitive context require manual control for accurate release.
