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ISO 27001 Migration for AI/ML Startups

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Tailored for AI/ML and your role.

RN
Expertly reviewed by Raphael NCertified

Head of Compliance StrategyCPA, CISA, ISO 27001 Lead Auditor

Last Verified

January 11, 2026

Our Editorial Process →

Strategic Priorities for AI/ML Leaders

RN

Raphael N

CPACISAISO 27001 Lead Auditor

Head of Compliance Strategy

Raphael leads go-to-market compliance strategy for high-growth SaaS and AI teams. With over a decade of experience across Big Four firms and fintech startups, he specializes in translating complex SOC 2 requirements into automated, engineering-friendly workflows.

Editorial Standards & Methodology

All RiscLens content is researched, written, and reviewed by compliance professionals with real-world audit experience. We maintain strict editorial independence and never accept payment for coverage or rankings.

Audit readiness checklist

  • Define scope and evidence owners for ISO 27001 Migration
  • Map controls to your AI/ML workflows
  • Confirm evidence cadence and review approvals
  • Document exceptions and compensating controls
  • Validate auditor expectations before kickoff

Evidence to prepare

  • ISMS policy and scope
  • Risk register updates
  • Statement of Applicability
  • Internal audit records

Frequently Asked Questions

Does ISO 27001 cover AI-specific risks$2

While generic, ISO 27001:2022 allows you to define custom risk treatments. We recommend supplementing it with ISO 42001 for full AI governance.

How long is the migration process for an AI startup$3

If you already have SOC 2, migration can be completed in 3-5 months. From scratch, expect 6-9 months.

About RiscLens

Our mission is to provide transparency and clarity to early-stage technology companies navigating the complexities of SOC 2 (System and Organization Controls 2) compliance.

Who we serve

Built specifically for early-stage and growing technology companies—SaaS, fintech, and healthcare tech—preparing for their first SOC 2 audit or responding to enterprise customer requirements.

What we provide

Clarity before commitment. We help teams understand realistic cost ranges, timeline expectations, and common gaps before they engage auditors or expensive compliance vendors.

Our Boundaries

We do not provide legal advice, audit services, or certifications. Our assessments support internal planning—they are not a substitute for professional compliance guidance.

Technical Definition

SOC 2 (System and Organization Controls 2) is a voluntary compliance standard for service organizations, developed by the AICPA, which specifies how organizations should manage customer data based on the Trust Services Criteria: security, availability, processing integrity, confidentiality, and privacy.