Govern every AI decision
Every AI‑assisted infrastructure decision is evaluated, logged, and kept under your control — without slowing your team down.
🔐 Pilot access is by invitation only. Every application is personally reviewed by the founder and matched to qualified use cases.
Designed for regulated environments – audit trails, SSO, and deterministic enforcement available in pilot.
⚡ The public sandbox returns only mock advisory responses. Real enforcement, audit trails, and confidence guarantees require a pilot agreement.
AI agents fail silently in production, generating untraceable, unauditable decisions that expose your organization to operational risk and compliance gaps.
ARF wraps AI outputs in a deterministic governance layer that evaluates, constrains, and logs every decision — keeping you in control, always.
Auditable operations with mechanical enforcement, calibrated confidence, and decision trails that withstand regulatory scrutiny and internal review.
How ARF Works
Infrastructure signals → ARF governance → Approve / Deny / Escalate
Key Capabilities
Continuous Risk Calibration
Confidence that improves with every decision — closed‑loop feedback without exposing internal logic.
The system learns from outcomes and adjusts its risk assessments over time. This keeps decisions accurate and trustworthy without revealing how calibration works.
Operational Memory
Remembers past incidents so decisions are never made in a vacuum.
Past incidents are used to inform future decisions. The system blends experience from previous outcomes into each new assessment, within controlled and auditable limits.
Cost‑Optimized Decisioning
Balances safety, cost, and business impact automatically.
Every action is evaluated against a configurable cost model that accounts for impact, restoration speed, and uncertainty. The chosen action comes with a human‑readable justification.
Unified System Oversight
Anomaly detection, diagnostics, and forecasting in one loop.
Multiple analysis modules work together to catch early warnings, diagnose issues, and forecast health — producing consolidated, policy‑aligned recommendations.
Built for the Demands of Enterprise 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 starting at $50k, plus either outcome‑based pricing or a monthly retainer. Pilot access is time‑limited and free for qualified organizations — no commitment required.
- ✓ 1,000 advisory evaluations/month
- ✓ Mock responses — not production
- ✓ Community support
- ✓ Protected core access
- ✓ Outcome‑based or retainer after pilot
- ✓ Founder‑led onboarding
- ✓ Fixed deployment fee (starts $50k)
- ✓ Outcome‑based or retainer maintenance
- ✓ SSO, multi‑tenancy, SLA
- ✓ Full enforcement + audit trails
Try the Advisory API
⚠️ This endpoint returns mock responses. The protected core engine is not publicly accessible. All responses contain status: "success" and are labelled as simulated in the justification.
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}}'The response includes a recommendation, a mock risk indicator, and a justification that clearly states the evaluation is simulated. Mechanical enforcement requires a pilot agreement and access to the protected control plane.
Live Demos
All demos use mock or advisory data. The protected core engine is not publicly accessible.
Risk Dashboard
Advisory API
curl -X POST https://a-r-f-agentic-reliability-framework-api.hf.space/v1/incidents/evaluate
Governance Dashboard
Reliable AI Systems Stack
Open Specifications & Protected Core
ARF’s core engine is access‑controlled and not publicly available. However, we provide open specifications (data models, API contracts, decision rules) under written terms to qualified pilots. This approach gives you full transparency into how decisions are made, while preserving the integrity and security of the production engine. All code, specifications, and materials are proprietary and protected as trade secrets.
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 accessOpen Specification
Canonical specification – data models, API contracts, decision rules (shared under written terms).
Apply for pilot accessThe specification and API contracts are shared under written terms. Request pilot access to receive them.