Access & data boundaries
Role-aware access, tool permissions, credential handling, and approved information flows.
Capabilities / Security, Governance & Reliability
Security, Governance &
Reliability
Design access, evaluation, observability, and oversight into the AI systems and infrastructure being commissioned.
Engineering mandate
Intelligence an organization can assess and operate.
Enterprise intelligence introduces new trust boundaries between data, models, tools, and people. A convincing output is not enough: the organization needs to understand what actions are permitted, what evidence is recorded, and how failures are handled.
The engineering scope should define the threats, data sensitivity, operating requirements, and controls relevant to the use case. Testing depth, assurance obligations, and specialist review are agreed rather than implied by a general service description.
Technical scope
The capability in detail.
- Identity, authorization, and model access controls
- Prompt injection and tool-use defence design
- AI evaluation and scoped red-team testing
- Audit trails and operational observability
- Sensitive-data handling and escalation
- Reliability, incident, and recovery planning
Architecture considerations
How the pieces fit together.
Evaluation & adversarial testing
Quality criteria, representative failure scenarios, and scoped security assessments.
Observability & evidence
Task records, model and tool activity, review checkpoints, and traceable system behavior.
Operational response
Escalation, recovery, incident responsibilities, and ongoing review arrangements.
Concrete outputs
A scope you can evaluate.
Outputs, acceptance criteria, ownership, provider dependencies, and operating responsibilities are agreed in the statement of work.
- Threat, access, and operating requirement assessment
- Agreed control and evaluation specifications
- Scoped testing and findings documentation
- Monitoring, escalation, and operating guidance
Illustrative enterprise applications
Where this engineering can help.
Governed enterprise AI environments
Application area to assess through discovery and a representative evaluation.
Controlled agent execution
Application area to assess through discovery and a representative evaluation.
AI evaluation and operational readiness programmes
Application area to assess through discovery and a representative evaluation.
Application examples describe intended uses, not completed customer engagements.
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engineering requirements.
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