A dependency-ordered rollout. Measurement and technical eligibility come before expansion, because an unmeasurable or ineligible asset cannot pay back what it costs.
Phase 0Governance and workspace
project owner;
site and offer scope;
source-of-truth repository;
change ledger;
access and privacy rules;
naming conventions;
rule-library version.
Exit gate
owner
AND scope
AND permissions
AND change control
are defined.
Select highest-value decision and commercial clusters.
create page specifications.
choose task-native formats.
add information advantage.
create evidence.
connect next actions.
implement technical requirements.
add measurement.
publish in cohorts.
review and update rule priors.
Phase 6Supporting graph
Identify prerequisite and adjacent tasks.
validate supporting asset distinctness.
create or improve hubs where useful.
add understanding, choice, journey, and authority edges.
repair orphans.
reduce excessive depth.
update links after migrations.
measure assisted value.
remove weak or redundant nodes.
refresh canonical registry.
Phase 7Earned evidence and authority
Diagnose target cluster authority gaps.
create linkable reasons.
prioritize original data, tools, benchmarks, case evidence, and visual references.
segment prospects.
launch transparent outreach.
track retained relevant placements.
measure target visibility and brand demand.
recover valid lost links.
compound successful evidence assets.
recalibrate authority proxies.
Phase 8Volumetric expansion
Expand approved dimensions.
generate candidates.
normalize and cluster.
apply hard gates.
sample quality.
score survivors.
stage publication.
monitor duplicate, index, quality, and conversion behavior.
pause automatically on guardrail breach.
scale only validated cohorts.
Exit gate
canonical model is stable
AND templates are quality controlled
AND data is accurate
AND maintenance capacity exists
AND measurement cohorts exist
AND policy gates pass
Phase 9Structural improvements
Phase 10Paradigm experiments
Exit gate
IF new solution class completes the task materially better
AND creates defensible value
AND has a maintenance model
AND can be measured
THEN run a bounded paradigm experiment.
Ongoing cadence
Weekly operating review
P0 measurement/technical blockers;
live experiments;
data-quality failures;
major demand or value shifts;
guardrail breaches.
Monthly portfolio review
contribution value;
qualified conversions;
cluster visibility;
canonical ownership;
technical eligibility;
authority and evidence;
refresh/retirement;
allocation.
Quarterly model review
rule performance;
scoring calibration;
audience/offer changes;
semantic territory;
structural debt;
paradigm opportunities.
Definition of done
change is deployed
AND change ID is recorded
AND intended technical state is verified
AND measurement is active
AND owner is assigned
AND review rule is scheduled
AND documentation is updated