Scattered evidence
Five systems for one decision
The score is in one tool, the screening hit in another, the analyst note in the case system and the approval in an email thread. Pulling them together is manual every time.
Risk and Governance squad
Arin Narrate — Senior AI Audit Trail Specialist
AI audit analyst that replays every decision
Arin Narrate — Senior AI Audit Trail SpecialistArin Narrate is an AI agent that links every agent and analyst decision to its evidence and keeps the record tamper-evident. When an examiner or internal auditor asks why a case was closed, he assembles the case file, the audit pack and a draft answer for your team to check before anything goes out.
Arin Narrate
Examiner request: alert #31877
IllustrativeDraft ready for review
Evidence items linked · 12
Flag explained
“Score, analyst note, screening result and approver in one file.”
Job description
What Arin Narrate does Job description
Arin Narrate is a Senior AI Audit Trail Specialist. He records what every agent and analyst decided, on what evidence, under which rule and with whose approval, and turns that record into audit packs on request.
AI AGENT · RISK AND GOVERNANCE SQUAD
ARIN NARRATE
Senior AI Audit Trail Specialist
REPORTS TO
Your MLRO or Head of Internal Audit
WORKS WITH
Your monitoring, screening and case management systems, plus every FluxForce agent you run
DEPLOYED
Shadow mode first, then the autonomy you set
KEY RESPONSIBILITIES
01Link every agent and analyst decision to the inputs, rule, model version and person behind it
02Keep the record in tamper-evident evidence storage, with every change logged
03Assemble case files and audit packs on request, by case, period, rule or analyst
04Draft answers to examiner and internal audit questions for your team to review
05Flag decisions with missing evidence or a missing approver
AUTONOMY MODEL
LOWMEDIUMHIGH
Low risk
Can assemble a standard audit pack, if you allow it
Medium risk
Goes to your compliance or audit lead by default
High risk
Examiner answers always go to a person
You set the threshold per rule.
Kill switch: Turn Arin off at any time
Options
How the options compare
| CRITERIA | Manual evidence gathering | Case management system logs | Arin Narrate |
|---|---|---|---|
| Time to audit pack | Days of pulling records | Exports, then manual assembly | Assembled on request, reviewed by your team |
| Who signs off | Your team | Your team | Your team, from Arin's draft |
| What the record shows | Whatever analysts saved | Status changes and user IDs | Inputs, rule, model version, explanation and approver |
| Change history | Spreadsheets and email | Depends on the vendor | Tamper-evident, every change logged |
| Covers AI agent decisions | Rarely | Only the final status | Yes, with the explanation behind each one |
| Where it's weaker | Slow and depends on who remembers | Shows what changed, not why | Only as complete as the systems connected to him. Decisions made elsewhere need importing or stay out of the record |
Works best with
AI agents that work best with Arin Narrate
Arin keeps the record. These agents create the decisions and narratives that go into it.
RISK AND GOVERNANCE
Zara Trustwell
Director AI Regulatory Compliance
Checks decisions against approved controls, and Arin keeps the evidence for each check.
Meet ZaraRISK AND GOVERNANCE
Nolan Briefwell
Senior AI Incident Response Narrator
Writes case and incident narratives from the evidence Arin links.
Meet NolanTRUST AND IDENTITY
Rhea Ledger
Senior AI KYC/AML Compliance Director
Adds screening, KYC and customer risk decisions to the record Arin keeps.
Meet Rhea
Thoughts that matter
Insights on AI agents, financial crime and compliance
What we're learning about AML, fraud and the evidence examiners ask for.
Best AML Software in 2026: An Honest Comparison for Banks and Fintechs
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goAML Registration and STR Filing in the UAE: A Step-by-Step Guide for Reporting Entities
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Transaction Monitoring Software: UAE Acceptance Checklist
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PEP and Sanctions Screening: What the MLRO Owns
Read More
Session Risk Scoring: Continuous Authentication for Banks
Read More
Impossible Travel Detection in Banking: How It Works
Read More
Questions? We Have Answers
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Frequently Asked Questions
Still have questions?
Talk to the people who build the agents. We'll answer per capability, yes or no.
An AI audit analyst records each decision with its evidence, then builds audit packs and draft answers when auditors or examiners ask. Arin Narrate links every agent and analyst decision to its inputs, rule, model version and approver, so your team can show how a decision was reached long after it was made.
No. Arin drafts answers and builds packs. A named person on your team reviews them and sends them. A kill switch turns Arin off without touching your other systems, and the existing record stays in place.
Decisions go into tamper-evident evidence storage, so a later change shows up as a new entry next to the original instead of replacing it. We walk your CISO and auditors through the storage design during deployment.
Arin reads your decision data and builds a pack for a past examiner sample, but nothing leaves your team. You compare his pack with the one you sent and decide what to switch on afterwards.
Decision logs from your monitoring, screening and case systems: the alert, inputs, outcome, analyst note, approver and timestamps. Rule and model version history lets him show old decisions as they were made.
No. Your case system stays the place analysts work. Arin reads from it and from your other systems, and keeps a single linked record of each decision across all of them.
FluxForce runs as SaaS, on-premise or hybrid, built on Microsoft Azure. We agree data residency and which components run inside your environment during deployment design, before any data moves.