For autonomous-vehicle operators, robotaxi platforms, self-driving research programs, fleet operators, manufacturers, and mobility insurers that need AGI-era proof workflows for event logs, human takeover, consent, safety incidents, and accountability.
Sector truth boundary. PlenaProof does not certify autonomous vehicles, software releases, sensor calibration, or safety-management systems. PlenaProof does not adjudicate liability for any incident, near-miss, or collision, and does not replace NHTSA, UNECE, SAE J3016, or any other mobility-safety authority. PlenaProof helps organize the event file so a regulator, insurer, manufacturer, or operator reviewer can act on a cleaner record.
AI Accountability & Human Review Suite
AI Accountability & Human Review helps institutions document when AI was used, who reviewed the output, what was accepted or rejected, what was escalated, and what receipt or audit trail was produced.
The buyer-ready output of this suite is the Human Review & AI Decision Audit Pack. Sector pages translate the suite’s workflow into the buyer’s standards vocabulary; the suite carries the underlying architecture.
The institutional surface is organised around eight locked suites. Each sector page lives under one parent suite and reuses that suite’s workflow, named human-reviewer pattern, and buyer-ready output. The sector page changes the vocabulary, the named standards, and the workflow language so the buyer recognises their own world.
Diagnostic modules are recommended on top of the suite’s core platforms when the workflow reveals deeper risk — not as passive optional extras.
PlenaProof emphasises what AI and AGI cannot easily replace — real-world proof, lawful human consent, institutional accountability, durable records, chain of custody, human review, cross-border trust, verification receipts, evidence continuity, and sealed institutional memory.
PlenaProof helps institutions become challenge-ready.
When a decision is questioned by a student, client, regulator, board, funder, court, employee, journalist, parent, donor, partner, or public agency, the institution can show what was submitted, who reviewed it, what was missing, what was accepted or refused, what was escalated, and what was preserved.
Event logs · human takeover · consent · safety incident packets · accountability
Examples for buyer recognition and checklist design. Confirm the applicable jurisdiction before treating any reference as binding. Not legal advice; not regulator endorsement.
Every institutional workflow follows the same universal flow shape: Intake → Review → Receipt → Escalation → Archive. The sector page translates each step into the buyer’s standards vocabulary; the underlying pattern is locked across all eight suites.
PROVADETECTAAEQUITATEMPORAPLENA CONSERVAPLENA SIGILLAVERITA
PROVA organizes the event file. DETECTA flags contradictory or synthetic evidence. AEQUITA carries the fairness and appeal axis for AI-assisted decisions. TEMPORA tracks reporting and review windows. PLENA CONSERVA preserves the audit trail. PLENA SIGILLA seals regulator and insurer packets. VERITA carries identity context.
Open Verify, Paid Create: public verification can be open, while creation, management, renewal, preservation, staff training, registry controls, and audit exports remain paid or permissioned services.
As autonomous vehicles and AI agents displace tens of millions of drivers and gig workers globally — most of them in developing economies — the accountability gap between what employers, platforms, and governments promise about transition support and what they deliver becomes a category-defining trust problem. PLENA's receipt grammar serves this gap through workforce transition commitment receipts (named-human attestation of promised severance, retraining, or income support), displacement refusal receipts (when commitments are declined or not honoured), and continuity-of-livelihood attestations across jurisdictions and platforms.
PlenaProof does not represent any workforce, union, regulator, or AV operator. PLENA's receipt grammar is designed to make commitments verifiable, refusable, and correctable — not to enforce them. Enforcement remains the role of labour regulators, courts, unions, worker organisations, and counsel. PLENA's receipt grammar is also designed to layer on top of tamper-evident technical logging frameworks such as the Driving Vehicle Protocol (DVP) and Vehicle Audit Posture (VAP) framework, providing the named-human attestation layer above the technical decision logs maintained by autonomous-vehicle operators.
Related: FORTIA (worker rights), AEQUITA (algorithmic decision audit), PROVA (evidence packets), Refusal Receipts, Sworn Human Reviewer Registry, and the Social Safety Net Accountability page.
The truth-boundary block carried across every institutional and sector surface. It is non-negotiable across the eight suites.