CSA AI CM
The Cloud Security Alliance's structured controls catalog for AI systems — covering data, model, governance, and deployment dimensions. The most prescriptive AI controls framework available.
Mapped, monitored, and audit-ready.
Every CSA AI CM control has a place in Talarity — with cross-mapping, automated evidence, and continuous validation.
Talarity's pre-built control library covering CSA AI CM, with linked evidence, owners, and testing schedules.
Answer once, prove everywhere. Talarity's mapping engine reuses your evidence across every framework you run.
- Training data classification and provenance
- Model evaluation and red-team results
- Prompt-injection and jailbreak testing logs
- Fine-tuning and customer-data isolation records
- AI vendor due-diligence questionnaires
Your CSA AI CM dashboard
Every completed CSA AI CM assessment updates this automatically — where you stand now, how that has changed, and which areas need work.
What gets easier with Talarity.
Customers send you the CAIQ-AI questionnaire and you're answering 200+ questions from scratch every time.
CAIQ-AI ships as a Talarity assessment template. Answer once, reuse the responses across customer requests with framework-specific tweaks.
AI control evidence is a moving target — model updates change the controls in scope.
Model lifecycle workflows trigger control reassessment on every significant update. Stale evidence is flagged before customers ever see it.
Mapping CSA AI CM to NIST AI RMF and ISO 42001 manually is a quarter-long project.
Built-in cross-mappings between the major AI frameworks. Run CSA AI CM, satisfy NIST AI RMF and ISO 42001 controls automatically.
Red-team evaluations live in PDFs that age out the moment they're filed.
Evaluation runs are first-class artifacts with metadata (model version, evaluator, test categories). Linked directly to controls; freshness tracked.
CSA AI CM — common questions
- What is the CSA AI Controls Matrix?
- It is a Cloud Security Alliance control framework for securing and governing artificial intelligence systems, published in the same tradition as the Cloud Controls Matrix. It sets out control objectives spanning the AI lifecycle — data, model development, deployment, monitoring and governance — so that AI-specific risks can be assessed with the same rigour as cloud infrastructure.
- How does it relate to the Cloud Controls Matrix?
- The CCM addresses cloud infrastructure and service controls; the AI Controls Matrix addresses risks specific to AI systems such as training data governance, model behaviour and misuse. Most organisations running AI on cloud infrastructure need both, and because they share CSA's structural conventions the two map together rather than competing.
- Can it be used to assess AI vendors?
- Yes, and that is one of its more immediate uses. The control objectives give a structured basis for asking AI suppliers concrete questions about data handling, model provenance, evaluation and monitoring, in place of unstructured questionnaires. It works alongside the AI-related questions increasingly appearing in general third-party assessments.
- How does it fit with the EU AI Act and NIST AI RMF?
- The AI Controls Matrix is control-level, the NIST AI RMF is a risk methodology, and the EU AI Act is binding law with risk-tiered obligations. They operate at different altitudes and are complementary: the RMF shapes how you reason about risk, the Act determines what you must do for a given system, and the matrix supplies concrete controls to implement and evidence.
Working with CSA AI CM
Step-by-step walkthroughs from the Talarity library.
- Compliance·8 min readPackage your audit evidence once — for the auditor, regulator, or customerAn auditor asks for your evidence and it's scattered across framework reports, vendor attestations, policy sign-offs, and resilience tests. Evidence Distribution Packages assemble the signed artifacts you already produced into one immutable package, then hand it to each audience as a redacted, watermarked, time-limited copy — with a record of who received what.
- Compliance·7 min readFramework readiness to audit package — the whole cycle on one screenAudit prep usually means a spreadsheet scramble — chasing evidence, tracking which controls are covered, re-checking what's expired. Talarity keeps a live readiness picture for every framework (SOC 2, ISO 27001, CIS, and more) — coverage, gaps, evidence freshness — and packages it into an auditor-ready export in one click.
- Compliance·7 min readContinuous compliance is a tooling problem, not a process problemEvery compliance program eventually decides it needs to be 'continuous.' Most then try to fix it with process. The actual fix is upstream — in the tools that make evidence freshness a default, not a sprint.
- Compliance·14 min readThe evidence nobody can deleteA legal hold is a promise that a specific piece of evidence will still exist months from now, made to people who will check. This is where you place one in Talarity, what the record has to survive, and — just as important — what a hold does not freeze.
Ready to ship CSA AI CM?
Start a 7-day trial and run this framework end-to-end on your own evidence — then buy online in-app when you're ready.