Enterprise Infrastructure for Autonomous AI
Safely deploy autonomous AI in production with deterministic governance, continuous reliability, and enterprise‑grade auditability.
ARF AI is not an AI model. It is the infrastructure layer that governs autonomous AI systems – enforcing policy, managing risk, and providing irrefutable operational records.
Pilot programs are offered to qualified organizations where ARF is a strong fit. Every application is personally reviewed by the founder.
Designed for regulated environments – audit trails, SSO, and deterministic enforcement available in pilot.
⚡ The public sandbox returns only simulated responses. Real enforcement and confidence guarantees require a pilot agreement.
AI agents make autonomous decisions that are difficult to govern, audit, and control.
ARF applies deterministic policy enforcement before every autonomous action.
Every decision becomes explainable, auditable, and operationally trustworthy.
Why ARF?
Foundation models are probabilistic. Enterprise operations require deterministic control. ARF bridges that gap.
Autonomous AI promises unprecedented speed and scale, but without governance it introduces unacceptable operational risk. ARF provides the missing control plane – translating probabilistic model outputs into verifiable, auditable actions that align with your business policies.
Why Now?
Autonomous AI is moving from copilots to autonomous workflows. As AI gains the ability to act – not just recommend – organizations need infrastructure that governs execution, manages operational risk, and provides auditability by design.
ARF AI delivers that control plane. Built for the era where AI doesn’t just answer questions – it deploys code, modifies infrastructure, and makes decisions that affect business outcomes.
Built for Regulated Enterprises
ARF is designed for environments where compliance, safety, and accountability are non‑negotiable.
How ARF Works
Application → LLM → ARF Control Plane → Policies → Risk Engine → Approval → Execution → Audit Trail
Enterprise Capabilities
Policy Enforcement
Deterministic policy gates that cannot be bypassed.
- Deterministic execution gates
- Approval workflows
- Regional policy controls
- Cost guardrails
Decision Governance
Tamper‑evident records with cryptographic signing.
- Full audit trail
- Cryptographic attestation
- Attribution & accountability
- Regulatory‑ready logs
Continuous Reliability
Proactive monitoring, predictive foresight, and automated recovery.
- Anomaly detection
- Predictive health scoring
- Control‑theoretic stability monitoring
- Self‑stabilising responses
Operational Transparency
Explainable risk scoring, causal reasoning, and real‑time observability.
- Explainable risk scores – never a black box
- Counterfactual what‑if analysis
- Real‑time dashboards
- Causal attribution
Enterprise‑Grade Governance
Tamper‑Evident Audit Trail
Every decision is recorded, timestamped, and attributed. Logs are designed for regulatory review, forensic analysis, and compliance preparation — no exceptions, no gaps.
Mechanical Enforcement
Policy gates that cannot be bypassed or silently overridden. Every override is logged. Enforcement is deterministic — not advisory.
Explainable Reasoning
Every risk score is backed by transparent logic — never a black‑box. Suitable for executive briefings, regulator inquiries, and third‑party audits.
Access Models
ARF uses a hybrid pricing model: a fixed deployment fee, plus either outcome‑based pricing or a monthly retainer. Pilot access is time‑limited and free for qualified organizations — no commitment required.
- ✓ 1,000 evaluations/month
- ✓ Mock responses — not production
- ✓ Community support
- ✓ Protected core access
- ✓ Outcome‑based or retainer after pilot
- ✓ Founder‑led onboarding
- ✓ Custom deployment fee
- ✓ Outcome‑based or retainer maintenance
- ✓ SSO, multi‑tenancy, SLA
- ✓ Full enforcement + audit trails
Try the Evaluation API
This endpoint returns simulated responses. Real enforcement requires a pilot agreement.
curl -X POST https://a-r-f-arf-sandbox-api.hf.space/v1/evaluate \
-H "Content-Type: application/json" \
-d '{"service_name":"api","event_type":"latency","severity":"high","metrics":{"latency_ms":450}}'Interactive Demonstrations
Explore ARF capabilities through simulated data and the public sandbox.
Risk Simulation
Evaluation API
curl -X POST https://a-r-f-agentic-reliability-framework-api.hf.space/v1/incidents/evaluate
Governance Console
Reliable AI Stack
Documentation & Technical Specifications
Public documentation outlines ARF’s capabilities and integration patterns. Full technical specifications (data models, API contracts, decision rules) are shared with qualified pilots under written terms.
Core Governance Engine
Protected core engine – real‑time risk calibration, historical memory, deterministic governance.
Apply for pilot accessAPI Control Plane
API control plane – governs access, enforces quotas, and logs every decision.
Apply for pilot accessEnterprise Layer
Enterprise layer – tamper‑proof audit trails, SSO, and commercial SLAs.
Apply for pilot accessEnterprise Specification
Full technical specification, data models, and API contracts (shared under written terms).
Apply for pilot accessRequest pilot access to receive full specifications.