About Prototype

Rewiring Institutional Accountability

ClearVoice unifies anonymized, verifiable experience signals across work, housing, education, and public systems— elevating pattern recognition while protecting contributors.

Anonymity Verification Signal Fusion Integrity Metrics

Why it matters

  • Fragmented truth: Experience data lives in silos—job boards, housing forums, student reviews, internal whistleblower channels.
  • Retaliation risk: Silence maintains power asymmetry when exposure can jeopardize livelihood or housing.
  • Opaque systems: Entities curate narratives; structural issues remain hidden without aggregated pattern surfacing.

What ClearVoice Introduces

Layered Verification

Hash-linked attestations, optional corroborators, pattern-weighted trust scoring.

Anonymity Safeguards

Client-side redaction helpers, time-shifted publishing, metadata scrubbing.

Cross-Domain Insight

Unified semantic taxonomy bridging labor, housing, education, governance.

Integrity Metrics

Composite scores with auditable derivation & anomaly sensitivity.

Long-Term Vision

A civic infrastructure layer where negative signals trigger proactive remediation and positive cultural practices propagate faster than exploitation tactics.

What We Are Not

Not a gossip forum, doxxing tool, or substitute for lawful process— we surface pattern density, not unchecked allegation spread.

Roadmap Snapshot (Alpha)

  • Entity claiming & transparency pages
  • Cryptographic submission receipts
  • Pattern clustering & anomaly detection
  • Third-party auditor integrations
  • Opt-in whistleblower shield partnerships
Dynamic scoring & open verifiability remain guiding constraints.

Help Shape the Standard

This prototype is a sandbox. Feedback on signal taxonomy, anonymity UX, or integrity scoring accelerates refinement toward something civically durable.