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Use Cases

Security

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Security & compliance

Security & compliance, built in.

Dafin is built for regulated environments from day one — not retrofitted for compliance. Every architectural decision meets the standards of private banks, wealth managers and WealthTech platforms.

Compliance frameworks supported

MiFID II

FINMA

GDPR

SOC 2

01 — Data residency

Your data never leaves your perimeter.

On-premise, private cloud or hybrid — never shared multi-tenant. Client data is not used to train or fine-tune any model. The model sees the question; never the data.

INSIDE YOUR FIRM

Where your data lives

PMS database

Custodian feeds

KYC & compliance records

Risk models

Dafin reasoning engine

THE WALL

Question only · no data

OUTSIDE

Where the model lives

Language model (interprets)

Never sees client data

Never trained on your firm

Never stores anything

Receives question only

02 — Compliance frameworks

Audit-ready for the regulations that govern your firm.

MiFID II

Suitability & audit trail

Supports suitability assessment, recording and reporting. Every answer logged with full reasoning and citations — the audit trail required by Articles 16 and 25.

FINMA

Swiss banking standards

Documentation and audit capabilities aligned with FINMA Circular 2023/1 on Operational Risks. Reasoning logs retained per your institution’s record-keeping policy.

GDPR

European data protection

Architectural support for data minimisation (Art. 5), purpose limitation (Art. 6) and the right to explanation for automated decisions (Art. 22). DPAs available on request.

SOC 2

Trust Services Criteria

Controls aligned with SOC 2 — Security, Availability, Confidentiality and Processing Integrity. Type II audit in progress.

03 — Explainability

Every answer carries its receipts.

Dafin doesn’t generate plausible-sounding answers. Each response is calculated from your verified data sources, with full reasoning and citations attached.

When a compliance officer, auditor or regulator asks how a recommendation was made — the answer is already in the log.

D

Reasoning trace

step by step

› Interpret query intent

› Identify relevant data sources

› Pull positions, prices, dates

› Compute weighted exposure

› Compare against IPS limit doc

› Format response with citations

AUDIT READY

Every step logged. Every figure sourced.

04 — Questions security teams ask

Frequently asked.

Where is my data stored?

In your chosen environment — on-premise, your private cloud tenant, or hybrid. Never in a shared multi-tenant environment, and never used to train or fine-tune any model.

Can I review a SOC 2 report?

How are user permissions managed?

Has Dafin been penetration tested?

What happens to my data if I cancel?

Can our internal security team conduct a review?

Security review · with our team

Ready to bring your security team into the conversation?

Book a security review — we’ll walk through architecture, controls and compliance, and answer the questions your CISO will ask.

Enterprise AI assistant for financial institutions. Secure, accurate, and transparent.

contact@dafin.ai

Product

Product

Use Cases

Security

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