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).
