Your AI agents are making decisions you can't explain

Your AI agents are making decisions you can't explain

A complete, regulator-ready audit trail for every action your AI agents take — before the FCA asks for one.

Join the design partner programme
Arbiris live intent dashboard

The standard, mapped to what matters:

FCA SM&CR

Accountability chain

EU AI Act

Article 17 compliance

GDPR 22

Decision rights

100%

Open standard

Three questions you cannot answer today

Regulated firms deploying AI agents are building on the same unstable ground: the decisions are happening, the accountability isn't captured.

The FCA called

Your AI agent made 40,000 credit decisions last quarter. You have usage logs — but no structured record of the reasoning, the model version, or which human reviewed edge cases. The FCA has given you three weeks...

Enterprise clients want evidence

Procurement asked whether your AI systems are EU AI Act compliant. Your legal team said yes. Now they want documentation — and producing it means weeks of forensic work across logs no auditor can read.

You upgraded the model

In January you ran one model version. In March you switched. Something changed in the outputs — and nobody can say exactly when, because model version isn't captured at the action level.

The industry standard for AI agent accountability

The open standard for AI agent audit trails. Model, framework, infrastructure — independent of all three. Built by Arbiris. Free to use. Free to adopt.

FIG. 1.1
Agent Identity

Agent Identity

Every agent is registered before deployment with its owner, version, model, policy scope, and accountable SMF.

FIG. 1.2
Intent Declaration

Intent Declaration

Every material action is captured as a signed record of context, reasoning, outcome, policy authority, and oversight.

FIG. 1.3
Policy Binding

Policy Binding

Every action is linked to the versioned policy, rule, or regulatory instrument that authorised it at execution.

FIG. 1.4
Human Oversight

Human Oversight

Every action declares the oversight actually applied: pre-execution, post-execution, or none, under approved tier rules.

AARF compliance levels card showing Foundation complete, Operational in progress, and Full compliance not started
FIG 1.5 - AARF FRAMEWORK

Open, versioned, free to adopt.

Most organisations deploying AI agents in 2026 have AI policies. What they lack is a structured specification for what should be captured and evidenced every time an agent takes a decision affecting a customer, transaction, or regulated outcome.

AARF defines the minimum viable audit trail for compliant agentic AI: intent records, cryptographic signatures, policy references, oversight status, retention, and evidence packs.

The framework lets teams adopt incrementally while showing exactly where they stand against a published standard, not an internal scorecard.

Four pillars

The floor below which no regulated firm should build. Free to adopt. Maintained by Arbiris. Mapped to FCA SM&CR, EU AI Act, GDPR Article 22, and FCA Consumer Duty.

View framework on GitHub

From agent decision to regulator-ready record.

Instrument every decision in three lines. Monitor in plain English. Generate regulator-ready evidence in one click. No architecture changes required.

FIG 2.1 – INSTRUMENT

Capture every material decision in three lines.

Drop the Arbiris SDK into your existing agent code. It wraps around agent actions and captures a structured, cryptographically timestamped record of everything material—automatically, without changing your architecture.

  • LangChain, LlamaIndex, AutoGen, and raw API support
  • Model version pinned to every individual action
  • Tamper-evident proof receipt generated instantly
  • Policy reference binding at instrumentation time
Capture every material decision in three lines.
FIG 2.2 – MONITOR

A dashboard compliance officers can actually use.

Every agent action, in plain English, mapped to the regulatory framework you operate under. Exception queues for human review. Real-time policy coverage gaps. No engineering degree required.

  • Real-time intent feed with risk-level triage
  • Workflow explorer reconstructs multi-step agent chains
  • Exception queue with one-click approve / escalate / reject
  • Policy coverage gaps surfaced automatically
A dashboard compliance officers can actually use.
FIG 2.3 – EVIDENCE

Regulator-ready documentation. One click.

Select a data range and a regulatory framework. Arbiris generates a formatted, audit-ready document — structured to EU AI Act Annex IV requirements — that you can hand directly to a regulator or external auditor.

  • EU AI Act Annex IV technical documentation format
  • Full decision chain visible — every agent step reconstructed for review
  • 10 years tamper-evident retention, built in from day one
  • Cryptographic proof receipts for every action included
Regulator-ready documentation. One click.

Every agent. Every obligation. Covered.

Every sector operates under different mandates. Arbiris maps your agent actions to the frameworks that govern them — out of the box.

Fraud Detection & FRAML visual

FCA Financial Crime · SYSC 6.3 · Proceeds of Crime Act

Fraud Detection & FRAML

  • Decision reasoning captured at action level — not just the outcome
  • Model version pinned to every block or pass decision
  • Human escalation pathway logged and timestamped
AML & Transaction Monitoring visual

JMLSG Guidance · Proceeds of Crime Act

AML & Transaction Monitoring

  • Trigger event and threshold captured per transaction
  • Reasoning chain retained for every alert — cleared or escalated
  • Named Senior Manager accountable for monitoring programme
Sanctions Screening visual

OFSI · UK Sanctions Regulations · UN Consolidated List

Sanctions Screening

  • Match / no-match decision recorded with list version at time of screening
  • False positive resolution documented with human reviewer identity
  • Policy reference bound to each screening action
Credit decisioning visual

Consumer Duty · CONC · GDPR Article 22

Credit decisioning

  • Affordability assessment inputs retained per application
  • Counterfactual explanation available for every declined decision
  • Consumer Duty outcome classification recorded at action level
Trade Reporting visual

EMIR · MiFID II · MAR 1.2 · FCA TR Q&As

Trade Reporting

  • Report submission linked to the agent action that generated it
  • Amendment and cancellation events logged with reasoning
  • Market abuse indicator checks captured per trade
KYC & Onboarding visual

FCA KYC Guidance · GDPR Article 22 · MLR 2017

KYC & Onboarding

  • Identity verification outcome and data sources retained per application
  • Risk classification reasoning captured at onboarding point
  • Human review checkpoint logged where enhanced due diligence applies

Built for global compliance

FCA, EU AI Act, UK AI Safety, and GDPR — one audit trail, one evidence pack, one platform without rebuilding your documentation process.

EU AI Act icon

EU AI Act

Requirements iconRequirements

Robustness, Accuracy, and Cybersecurity with technical logging of all high-risk interactions.

Arbiris solution iconArbiris solution

Hardware-Rooted Proof of every agentic intent anchored in secure enclaves for immutable auditbility.

UK AI Safety icon

UK AI Safety

Requirements iconRequirements

Transparency and audit trails across every autonomous agentic deployment.

Arbiris solution iconArbiris solution

Sub-second Cryptographic Receipts for 10-year retention providing a tamper-proof history of autonomous reasoning.

FCA icon

FCA

Requirements iconRequirements

Fiduciary duty in autonomous advice via provable retail investor alignment.

Arbiris solution iconArbiris solution

Statutory Logic Enclaves that prevent unauthorized trades by enforcing real-time compliance with fiduciary mandates.

FIG 3.0 — DESIGN PARTNER PROGRAMME

Don't let liability kill your AI roadmap.

Five design partners will shape Arbiris and the AARF framework from the ground up — early access, roadmap input, and locked-in pricing.

Early access visual

Early access

Full platform access from day one, before general release.

Co-development input visual

Co-development input

Monthly sessions to shape the roadmap around your compliance workflow.

Preferential terms visual

Preferential terms

Locked-in pricing and priority onboarding for the first cohort.

Apply for design partner access

5 spots remaining · 2-minute application

© 2026 Arbiris Protocol