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AI-511 AI & Data

Enterprise AI Value Realization & Change Leadership

The leadership capstone for the people accountable for enterprise AI outcomes rather than its engineering: portfolio prioritisation, stage-gated funding, operating model and org design, benefits realisation that a finance review will accept, board-level risk posture, and leading the change through genuine resistance. Learners leave with a costed portfolio, a gate model and a change plan for their own organisation. No model training and no code.

B5Advanced
6modules
42skill atoms
5role journeys
Curriculum

What this course covers.

6 modules, 42 named skill atoms. Expand any module to see them.

1Portfolio Strategy and Prioritisation7 skill atoms
enterprise use-case inventoryvalue pools by functionvalue vs feasibility vs risk scoringplatform bets sequenced before point solutionscapacity-constrained portfolio choicekill and consolidate decisionsone-page portfolio view
2Funding and Stage Gates7 skill atoms
stage-gate criteria per phaseevidence required to pass each gatetranche funding vs annual budgetbusiness case in ranges not pointsopex and capex treatmentreallocation from stopped pilotschairing a gate review
3Operating Model and Org Design7 skill atoms
central CoE vs federated pods vs hybriddecision rights matrixproduct ownership of AI capabilitiesnew job families and role changessourcing mix across partners and vendorsplatform funding modelscaling without duplicating platforms
4Benefits Realisation7 skill atoms
benefits register owned by the businessbaseline agreed with financehard vs soft benefit classificationcapacity released vs headcount savedbenefits tracked into the budget linecounterfactual and attribution challengepost-implementation review discipline
5Board-Level Risk and Governance7 skill atoms
risk appetite statement for AIuse-case risk tieringregulatory obligations mapped to controlsmodel and vendor inventory reportingincident escalation to the boardassurance and internal audit roledisclosure and reputational judgement
6Leading the Change7 skill atoms
coalition of named sponsorsresistance diagnosed by groupnarrative that survives hostile questionsworks council and union engagementredeployment and reskilling commitmentsearly wins chosen deliberatelyleadership behaviours modelled in reviews
Where it fits

AI-511 in the role journeys.

This course appears in 5 of our 45 role journeys. Here is what a learner takes immediately before and after it in each.

AI Product Manager / BA

Capstone stage
AI-216AI-511journey complete

Business Workforce

Capstone stage
AI-112AI-511journey complete

Executive / SLT

Capstone stage
SEC-507AI-511journey complete

Engineering Manager

Capstone stage
DEV-304AI-511CL-505

Data / BI Analyst

Capstone stage
AI-109AI-511journey complete

Roles this course serves

The capability ladder

This course is authored to band B5.

Every course we run is written to one rung of the CASI ladder, so a plan can be assembled to take a team from where they are to where they need to be.

What do B1–B6 mean?The CASI Capability Ladder — click to expand

Every course targets a band on the CASI Capability Ladder — our six-band proficiency scale, anchored to open standards (O*NET, ESCO, NICE, NIST AI RMF, Bloom's). A band tells you how deep a course goes, and what evidence proves it.

What the learner can doTypical evidence
B1
AwareUnderstands concepts and vocabulary; uses tools with guidance
Knowledge checks
B2
FoundationPerforms standard tasks correctly in familiar contexts
Guided labs, autograded exercises
B3
PractitionerDelivers complete pieces of work independently
Scenario labs, proctored hands-on exams
B4
ProfessionalHandles production-grade complexity, trade-offs and failure modes
Break-fix drills, design defenses
B5
AdvancedEngineers systems end-to-end under constraints; leads others
Rubric-scored capstones, vivas
B6
ExpertSets direction; recognised authority across teams
Portfolio + panel evaluation

A note on B6. Courses in this catalog target B1–B5. B6 is not taught — it is recognised, through a portfolio and a panel, once someone is setting direction for others. Every journey here is built to land a learner at B5.

Next step

Run AI-511 for your team.

This course runs at several lengths depending on how deep you need to go and how much of it your people already have. Tell us who is being trained and we will scope it.

Add it to a training plan Talk to our team Check your team’s level free