About

Identity, boundaries, and principles of the DetectX verification platform.

What DetectX Is

DetectX is a forensic verification platform that analyzes structural signal evidence in media content. The system provides deterministic, reproducible analysis that can be independently verified.

DetectX is not a content moderation tool, a copyright enforcement system, or an authorship certification service. It is a technical verification reference designed to support professional decision-making.

Why DetectX Exists

As AI-generated content becomes more prevalent, human creators face increasing risk of having their work misidentified or unfairly challenged. Existing detection systems often produce probabilistic outputs that create ambiguity and enable misuse.

DetectX was created to provide a forensic reference that protects human creators. The system is designed to ensure that human creative work is not unfairly flagged by opaque or unreliable detection methods.

What DetectX Does — and Does Not Do

DetectX Does

  • Report structural signal observations
  • Provide deterministic, reproducible results
  • Compare against human-normalized baselines
  • Support professional verification workflows

DetectX Does Not

  • Determine authorship or ownership
  • Output probability scores or confidence levels
  • Identify which AI system generated content
  • Provide legal certifications or opinions

Human Safety as a Design Constraint

Human safety is not an optimization target—it is a hard constraint. Every design decision in the DetectX system prioritizes the protection of human creators.

The Classifier Engine is trained on over 30,000,000 verified human-created audio samples, ensuring the system recognizes the full breadth of human creative expression. This extensive training prioritizes <1% false positives for human content.

This means:

  • The Classifier Engine is optimized to protect human creators with <1% false positive rate
  • Detection sensitivity is sacrificed before human safety is compromised
  • Ambiguous results are reported as "no evidence observed" rather than flagged
  • System updates undergo human safety validation before deployment

How DetectX Is Used

DetectX is designed for professional and institutional contexts where forensic verification is required:

  • Creators and artists verifying their own work against AI detection claims
  • Studios and producers establishing verification records for releases
  • Labels and distributors screening submissions for structural anomalies
  • Institutions and associations establishing shared verification standards

The system provides a shared, deterministic reference that all parties can independently verify.

Independence and Neutrality

DetectX operates as an independent verification reference. The system does not advocate for or against AI-generated content. It reports structural observations without judgment.

Neutrality is maintained through transparent methodology, documented baselines, and reproducible analysis. Any party can verify DetectX results independently using the same inputs and procedures.

DetectX exists to be trusted, not to impress. The platform is designed to provide a forensic reference that protects human creativity while acknowledging the legitimate presence of AI-generated content in the creative landscape.

Verify an audio signal

Analyze audio using a deterministic, human-safe verification baseline.