AI-Native Engineering Operating Model
Description
Redesigning engineering systems so AI-assisted development produces measurable delivery and business outcomes.
Connected Commercial Doors
Scope
- 01AI-assisted SDLC
- 02Engineering operating models
- 03Developer productivity
- 04Platform engineering
- 05Developer experience
- 06Engineering governance
The operating doctrine
Every engagement is approached through the same value-creation discipline.
ValueConstraintInterventionArchitectureIndustrializationOutcome EconomicsValue CaptureInvestment Return
Explore The Doctrine of Value by DesignConnected thinking
- Method Complete · Sentient ReviewAI-Native Engineering Operating Model Framework
Primary economic control point: cost per accepted engineering outcome.
DemandWork DecompositionHuman–AI Work ContractExecutionAcceptanceProductionMeasurementEconomic Capture
- 01AI-Native Engineering Operating Model MapView Illustrative Artifact
- 02Human–AI Engineering Authority MatrixView Illustrative Artifact
- 03Engineering Workflow & Constraint DiagnosticEngagement Artifact
- 04AI-Native Work Decomposition RegisterEngagement Artifact
- 05Human–AI Work ContractEngagement Artifact
- 06Engineering AI Platform & Control AssessmentEngagement Artifact
- 07AI-Native Engineering Pilot DesignEngagement Artifact
- 08Engineering Acceptance & Evidence RegisterEngagement Artifact
- 09Engineering Productivity & Outcome Economics ModelEngagement Artifact
- 10Capacity Release & Value Capture RegisterEngagement Artifact
Illustrative methodology artifacts are available on Sentient Review. Client decision artifacts are produced within an engagement.
Explore the Framework
- Flagship Publication · Sentient ReviewThe AI Native Operating Model
Explore the Publication
Signature Interventions
- SI/01Primary InterventionOptional · StandaloneVendor Technology Ownership & Control AssessmentA focused assessment of architecture authority, technology rights, engineering evidence, internal capability and supplier continuity.
- SI/04Primary InterventionOptional · StandaloneAI Deployment Operating Model DiagnosticIndependent assessment of the operating model required to move AI from technical capability into accountable, repeatable enterprise deployment.
- SI/02Connected InterventionOptional · StandaloneAgent Deployment AssuranceIndependent assessment of whether an autonomous or agentic system is ready to act within defined authority, containment, evidence, and recovery boundaries.
- SI/05Connected InterventionOptional · StandalonePhysical Automation & Technology Integration BlueprintIndependent blueprint for determining where physical automation creates economic value and how robotics, software, OT, IT, workforce, and governance must integrate around it.
Partnership
Portfolio AI & Technology Operating Advisor
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