The Trust Ledger

SOC 2 vs ISO 27001 for AI Companies: Which to Get First and How to Scope It

By The Trust Ledger team · 6 min read

Rolled diploma tied with a red ribbon leaning against old books
In short

An AI company should start with the credential its own buyers name most often: usually a SOC 2 Type II report for US buyers and ISO/IEC 27001 for international ones. Scope either to include prompt logs, training pipelines and model providers, and map one control set to both.

Do not ask which credential is better. Ask which one your next ten deals require, and whether your model pipeline sits inside it.

Choosing between SOC 2 and ISO 27001 is like a restaurant choosing between a hygiene certificate by the door and an inspector's detailed report for serious customers. Both come from an independent examiner, but each satisfies a different visitor. This guide shows how to pick your first credential from your own pipeline, scope it to cover your AI and build one control set for both.

The difference in brief

SOC 2 is an attestation report. An independent CPA firm examines your controls against the AICPA Trust Services Criteria. A Type I report checks design at one point in time. A Type II report tests whether controls worked over a period, typically three to twelve months, and lists any exceptions.

ISO/IEC 27001 certifies an information security management system: a defined scope, risk assessment, internal audit and management review. The 2022 edition has 93 Annex A controls, and the transition from the 2013 edition ended on 31 October 2025. A certificate lasts three years, with annual surveillance audits.

QuestionSOC 2ISO/IEC 27001
What it isAttestation report on controlsCertificate for a management system
Who issues itIndependent CPA firmAccredited certification body
What buyers receiveDetailed report under NDA; SOC 3 is publicShort certificate and scope statement
What it shows bestHow controls performed, including exceptionsA maintained, risk-based security system
CadenceA new report each period, commonly annualThree-year cycle, annual surveillance
Covers AI risk?Not directlyNot directly; ISO/IEC 42001 addresses AI
SOC 2 and ISO/IEC 27001 at a glance.

Neither was written for model risks such as prompt injection, where hidden text manipulates a model. Treat both as the security foundation, not the AI answer.

Let your pipeline choose the first one

Neither is better in general. In our view, US buyers tend to ask for SOC 2 Type II, while buyers in Europe, the UK, India, the Middle East and much of Asia often favour ISO 27001. Patterns are not proof, so check your own data first.

  • Count the asks: record which credential each questionnaire and RFP named over two quarters.
  • Weight by revenue: one large deal can outweigh ten small prospects.
  • Read the contract language: "SOC 2 Type II or equivalent" may accept ISO 27001, if confirmed in writing.
  • Ask stalled deals: lost prospects will often say which evidence was missing.
  • Check sector rules: request the buyer's third-party risk policy, not a summary of it.

Scope it so your AI is covered

The most common weakness is scope, not the choice of standard. A credential covering the web application and corporate IT, but not the model pipeline, answers yesterday's question. Trace one customer document from upload to output, and keep every component it touches in scope.

AI componentWhy it belongs in scopeHow to cover it
Inference service and APIIt processes every requestInside the system boundary or ISMS scope
Prompt and output logsThey often hold customer content verbatimRetention, access and deletion controls
Training and fine-tuning pipelinesCustomer data may be reusedChange management and access controls
Third-party model providersData leaves your environmentSupplier controls; often a SOC 2 carve-out
Evaluation sets and model registryThey decide what reaches productionChange evidence for model releases
A scoping map for a typical AI product.

Under the SOC 2 carve-out method, a model provider's controls are excluded from your report and listed as controls you rely on. That is acceptable, but buyers will then ask how you gain comfort over the provider. Keep its assurance report, your review of it and your data processing terms ready.

Build one control set for both

Most AI companies that sell internationally end up holding both credentials. The AICPA publishes a mapping between the Trust Services Criteria and ISO 27001, and the overlap is large. Build one control set, map it to both, and collect evidence once.

The separate work is smaller than expected. ISO 27001 adds management system artefacts, such as the Statement of Applicability, which lists the controls that apply and why. SOC 2 adds a system description and proof that controls ran throughout the period.

A worked plan (hypothetical)

A 45-person AI company in Pune finds 14 questionnaires in two quarters. Nine US buyers named SOC 2, four UK and EU buyers named ISO 27001, and one accepted either. US deals are about 62% of pipeline value. The team therefore starts with a SOC 2 Type I, follows with a six-month Type II, and begins ISO 27001 in month seven.

Cost follows drivers you can estimate early: scope size, Trust Services categories, observation period, entities and sites, existing evidence and remediation effort. Excluding the model pipeline to save money is a false economy, because it removes the value as well.

Why the choice matters more in 2026

Buyers are scrutinising suppliers harder. Verizon's 2025 Data Breach Investigations Report found third parties involved in 30% of breaches, double the previous year. EU AI Act Article 50 obligations have applied since 2 August 2026, and Annex III high-risk obligations apply from 2 December 2027. AI questions will increasingly sit on top of this security baseline, not replace it.

The bottom line

Conclusion

The certificate by the door and the detailed inspection report both earn trust, but each satisfies a different visitor. The right first credential is the one your buyers already ask for, and the right scope follows customer data through prompts, logs, training pipelines and model providers.

This week, export the last two quarters of security questionnaires and RFPs, record which credential each one named and weight them by deal value. That single spreadsheet will make the decision for you.

Frequently asked questions

Is SOC 2 or ISO 27001 better for an AI startup?

Neither is better in general. The right first choice is the one named most often, weighted by deal value, in your own security questionnaires and RFPs.

Can I get SOC 2 and ISO 27001 at the same time?

Many companies build one control set mapped to both, using the AICPA mapping, and run the audits close together. The separate work is mainly ISO management system artefacts and the SOC 2 observation period.

What is the carve-out method in a SOC 2 report?

It excludes a subservice organisation, such as a third-party model provider, from the audit and lists the controls you rely on it to operate. Buyers then usually ask for that provider's own evidence.

Do SOC 2 or ISO 27001 cover AI-specific risks?

Not directly. Both address information security, while ISO/IEC 42001 sets requirements for an AI management system.

How long is an ISO 27001 certificate valid?

Three years, with surveillance audits every 12 months and a recertification audit before it expires.

References

  1. Secureframe, SOC 2 Trust Services Criteria explained
  2. ISO, ISO/IEC 27001 Information security management
  3. IEC Webstore, ISO/IEC 42001:2023 Artificial intelligence management system
  4. Verizon, 2025 Data Breach Investigations Report (press release)
  5. European Commission, Transparency obligations under Article 50 of the AI Act
  6. Gibson Dunn, EU AI Act Omnibus: postponed high-risk deadlines
  7. Secureframe, SOC 1 vs SOC 2 vs SOC 3: what's the difference
  8. ISACA Journal, Navigating the ISO/IEC 27001:2022 transition (2024, volume 3)
  9. Secureframe, How long is ISO 27001 certification valid
  10. AICPA & CIMA, Mapping of the 2017 Trust Services Criteria to ISO 27001 (4 May 2018)
  11. Compass IT Compliance, Subservice organizations in SOC reports: carve-out vs inclusive method (9 June 2026)

Disclaimer: General information only, not legal, security, compliance or financial advice. Check the cited sources and seek professional advice. Names belong to their owners; no endorsement implied.