Every agent decision, reasoned, checked, and proven
before it ever executes. ReVAct is the governance loop that makes autonomous AI safe to deploy in regulated industries.
In regulated industries — BFSI, healthcare, pharmaceuticals — a black-box AI decision isn't just an operational gap, it's a compliance failure. ReVAct closes that gap by mandating that every agent action pass through a structured three-phase governance loop before it's allowed to execute.
WHAT IT DOES:
ReVAct is Velogent AI's proprietary agent governance framework. It ensures every AI agent decision is traceable, auditable, and explainable the transparent, compliant, controllable decision-making layer enterprise AI deployments are missing today.
BUILT FOR:
Enterprises running autonomous agents in regulated environments — where every decision needs a paper trail regulators and auditors can follow, from ingestion to output.
THE NAME:
Reason + Validate + Act = ReVAct. A governance loop that converges structured reasoning with enforced compliance, every time an agent acts.
Every agent action passes through this loop before execution — reasoning is generated,
validated against compliance rules, and only then acted on.
The agent analyzes input data, applies domain-specific logic, and generates a proposed action with its full reasoning chain.
Document understanding and context extraction.
Cross-reference against knowledge bases, regulatory references, decision graphs.
Pattern recognition and anomaly detection.
Diagnosis codes, variance analysis, confidence scoring.
Full reasoning chain documentation for downstream audit.
Before any action is taken, the proposed decision is checked against compliance rules, business logic, and quality thresholds.
HIPAA PHI masking and format compliance checks.
Business rule pass/fail verification.
Confidence threshold evaluation, with automatic escalation.
Regulatory adherence — Basel III, SOC 2, GDPR, FDA.
Integrity gates for data quality and safety.
Only after passing validation does the agent execute. Every execution is logged, tracked, and escalatable.
Timestamped audit trails for every action.
Routed to output connectors with validated delivery confirmation.
Real-time confidence scores and execution status.
Human-in-the-Loop escalation for low-confidence decisions.
Section intro: ReVAct Processing sits at the core execution stage of the Velogent agentic process pipeline.
Multi-format intake — PDF, TIFF, JPG, DOCX, databases, warehouses.
Quality, safety, and compliance controls per organization and industry.
Business-specific taxonomy mapping and routing.
Reason → Validate → Act agent execution loop (core governance).
Multi-sink validated delivery to downstream systems.
AIVA doesn't just log HITL decisions — it interprets each type of signal differently to sharpen agent behavior.
Reviewers see exactly why an item was flagged — confidence below threshold, anomalous patterns, or conflicting signals — with no guesswork.
The full reasoning chain is visible — diagnosis codes, cross-references, provider data, and variance analysis — so reviewers understand the “why,” not just the “what.”
Every compliance gate the decision passed through is shown with automated pass/fail status, so reviewers can verify at a glance.
Approve, Modify, or Reject — with reviewer notes that feed straight back into the learning loop, continuously sharpening agent accuracy.
No competitor ships an equivalent agent governance
framework. ReVAct uniquely combines five things at once.
01
Traceability: Every decision is fully traceable from input to output.
02
Auditability: Complete audit trails satisfy regulators and internal compliance.
03
Explainability: Full reasoning chains let stakeholders understand every agent action.
04
Controllability: Configurable thresholds and HITL escalation give humans final authority.
05
Continuous Learning: Human decisions feed the AIVA intelligence layer to improve accuracy over time.
.svg)
ReVAct sits at the core execution stage of every Velogent agentic pipeline — it's the governance loop every agent action passes through, regardless of the workflow it's automating.
The decision is automatically escalated to a human reviewer with full escalation reasoning, the agent's complete reasoning chain, and validation evidence — so reviewers can approve, modify, or reject in one click.
HIPAA, Basel III, SOC 2, GDPR, and FDA readiness are built in, with regulatory reference knowledge bases (document repositories, vector stores, decision graphs) validated against automatically.
Yes. Every approval, modification, or rejection feeds back into the AIVA intelligence layer, which continuously refines agent accuracy — no manual retraining cycles required.
Every action is logged with a timestamped audit trail from ingestion to output, with real-time confidence scores and execution status — fully explainable, with no black-box outputs.
.svg)
.svg)
.svg)
.svg)
