D1 Data MeasurementMeasurement & ValidationKPI designG-Eval/RAGAScontrol group
AKnows KPI &
eval metrics
A-Measures
baseline
BRuns field
KPI measure
BProves gains
pre/post
B-Converts to
monetary ROI
D2 Security & GovernanceSecurity & Governancezero-trustLLM govEU AI Act
A-Knows zero-
trust & gov
BDesigns
controls
BImplements
controls live
C+Reduces
real risk
CProves avoided
loss in $
D3 Org & TransferCollaboration & Transferenablementskill transferchange mgmt
AKnows enable-
ment model
BPlans the
transfer
BTransfers to
client team
BClient self-runs
after exit
C+Proves in-house
savings in $
D4 Delivery & ImpactDelivery & Impactscope mgmtagilerisk foresight
AKnows scope
& risk mgmt
BDemonstrates
change mgmt
BDelivers on
time
C+Improves
delivery rate
CProves effort
savings in $
D5 Technical ExecutionTechnical Executionfull-stackAI agents/MCPPoC→prod
AKnows full-
stack & PoC
BBuilds working
prototype
BShips prod
on-site
B-Solution
adopted & live
C+Proves value
created in $
D6 Business AcumenBusiness Acumenvalue chainKSF analysisAI fit-points
AKnows biz
structure/ROI
A-Structures
the problem
BLeads biz
case live
BAnalysis moves
decisions
C+Proves revenue
impact in $
D7 CommunicationCommunication & Influence3-lang xlatestoryliningstakeholders
AKnows 3-lang
translation
BBriefs non-
tech execs
A-Proposal
approved
BShifts client
strategy
CProves biz
effect in $
D8 Deal & Value DesignDeal & Value DesignROI modelsensitivityclosing
A-Knows ROI &
decision flow
BDrafts invest-
ment case
BWins exec
approval
C+Secures deal
/budget
C+Proves deal
value as ROI
D9 Systems IntegrationSystems Integrationwhole-systemTOCoptimum4E
AKnows constraint
thinking
BMaps whole
system
BIntegrates
across systems
C+Whole-system
impact
CProves org-
wide ROI