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Mapping — NCSC secure AI development

Secure design, development, deployment, and operation against the NCSC/CISA guidelines.

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Source: docs/compliance/mapping-ncsc-secure-ai.md

Framework mapping — NCSC / CISA Guidelines for Secure AI System Development

Framework Guidelines for Secure AI System Development (NCSC, CISA and 21 partner agencies, November 2023)
Mapping version 1.0
Review date 2026-08-21
Next review 2027-02-21
Status vocabulary Evidence available · Gap · Not evaluated · Customer

The guidelines are voluntary and aimed primarily at providers of AI systems. ScotiTech is the provider of the AXOS software; the model provider is a separate party the customer selects. This mapping records what we do across the four lifecycle stages. It is not a claim of conformance.

1. Secure design

Guideline What AXOS does Status
Raise staff awareness of threats and risks Engineering team follows the disclosure policy and threat-informed review; no formal AI-security training programme yet Partial
Model the threats to your system Threat model covers: prompt injection via retrieved content, cross-tenant retrieval leakage, credential exposure in logs, admin-route abuse. Mitigations: ACL-first retrieval, PII-free logging, admin-key guard, rate limiting Evidence available
Design your system for security as well as functionality and performance Security headers, strict env validation (fails on placeholder secrets), least-privilege admin routes, no default credentials Evidence available
Consider security benefits and trade-offs when selecting your AI model Model is customer-selected; AXOS documents the trade-off (managed API vs self-hosted open-weight) in the integrations and sizing guidance Customer decision; documentation evidence available

2. Secure development

Guideline What AXOS does Status
Secure your supply chain Dependencies pinned via lockfile; tagged releases from version control; SBOM and signed checksums available on request Evidence available
Identify, track, and protect your assets Asset inventory in the technical documentation pack; data inventory in retention.md Evidence available
Document your data, models, and prompts Data inventory (retention.md); model connection is customer-configured and logged per request; system prompts are configurable and disclosable Evidence available
Manage your technical debt Tests, lint, and typecheck in CI; dependency updates triaged on a cadence Evidence available (process)

3. Secure deployment

Guideline What AXOS does Status
Secure your infrastructure Self-hosted inside customer boundary; reference network zoning and HA topology documented; for ScotiTech-operated services see Trust Center Evidence available / Customer for self-hosted
Protect your model and data continuously ACL-first retrieval; encryption at rest; customer-managed keys in self-hosted; no content telemetry to ScotiTech Evidence available
Develop incident management procedures Coordinated disclosure; 48-hour processor breach notice; operator runbooks Evidence available
Release AI responsibly AI output labelled; human review gates; AUP and Terms s.4 restrict misuse Evidence available
Make it easy for users to do the right things Non-essential cookies off by default; AI features can be disabled per workspace; secure defaults in env validation Evidence available

4. Secure operation and maintenance

Guideline What AXOS does Status
Monitor your system's behaviour Audit events exportable to customer SIEM; health endpoint reports DB state Evidence available
Monitor your system's inputs Retrieval scope logged per request; model endpoint logged Evidence available
Follow a secure-by-design approach to updates Signed releases; customer-controlled change window; rollback by tag pin Evidence available
Collect and share lessons learned Changelog; security advisories to customers with active engagements Evidence available

Gaps and roadmap

  • Formal AI-security training for engineering staff — gap.
  • Independent penetration test with an AI-specific scope (prompt injection, retrieval leakage) — planned; summary letter will be added to the evidence pack.
  • Cyber Essentials self-assessment being completed now; Cyber Essentials Plus on roadmap (see certification-roadmap.md).