Fire Mountain Labs

Services · AI Lifecycle Engineering

AI Lifecycle Engineering

Design AI systems with security, privacy, and resilience built in: secure-by-design principles across the full lifecycle, from design to deployment.

Service offering

AI Lifecycle Engineering

Built on CRISP-ML(Q), the quality-assured process model for machine learning

We guide teams through the full AI lifecycle using the CRISP-ML(Q) framework, ensuring traceability from business need to model deployment. Our consulting covers requirement capture, data readiness, responsible model development, and quality-assurance checkpoints, aligning AI outcomes with enterprise goals and regulatory standards.

Requirement capture

Business need, constraints, and the regulations in scope, pinned down before a line of code.

Responsible development

Data readiness and model engineering with security, privacy, and fairness designed in, not retrofitted.

Quality-assurance checkpoints

Evidence and sign-off gates at each phase, so a model can't advance on assumptions.

The AI system lifecycle
Business & DataUnderstanding Model Engineering Model Deployment Model Evaluation Monitoring & Maintenance Data Engineering M e a s u r e B u i l d L e a r n Requirements D a t a P r e p a r a t i o n M o d e l E n g . M o d e l D e p l o y Plan Problem Exploration M o d e l O p e r a t i o n s M o d e l E v a l u a t i o n Decommissioning
Business & DataUnderstanding Model Engineering Model Deployment Model Evaluation Data Engineering M e a s u r e B u i l d L e a r n Requirements M o d e l D e p l o y Plan M o d e l O p e r a t i o n s M o d e l E v a l u a t i o n Monitoring & Maintenance Decommissioning D a t a P r e p a r a t i o n M o d e l E n g .

Traceability runs the length of that chain. Every decision links back to a business need and forward to the evidence a regulator or auditor will ask for.

When to do this At the start of an AI build · Before data collection locks in · When a pilot is moving to production

Secure the full AI lifecycle, from design to deployment.

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