Adoption risk intelligence
The adoption intelligence layer
Organizations don't fail at transformation because they choose the wrong technology. They fail because they have no system for predicting, monitoring or engineering adoption. Budget, governance and technical delivery are tracked in real time — adoption is not.
The gap no product occupies
Analysis of 25 major transformation failures across manufacturing, healthcare, aviation, retail, finance and technology reveals one consistent root cause: no mechanism existed to tell leadership, before failure, where resistance was concentrated, how severe it was, or what action would resolve it. Change management, where it existed, was retrospective or subjective. Financial risk and cyber risk already have a continuous, predictive, actionable dashboard. Adoption does not.
Three integrated layers
Predict
Pre-launch
Before go-live, HTIE builds a baseline Adoption Risk Score per stakeholder group and site — surfacing concentration risk before a single training session runs.
- Org network mapping
- Change-fatigue history
- Readiness diagnostic
- Four-driver scoring
Monitor
During rollout
Once live, HTIE ingests continuous lightweight signals and tracks adoption in real time against the pre-launch baseline — the way a PMO tracks budget burn-down.
- Pulse micro-surveys
- Usage & workarounds
- Champion sentiment
- Escalation logs
Engineer
Continuous
HTIE recommends the specific intervention tied to whichever driver is failing in a given segment — a complexity spike triggers workflow simplification, not generic training.
- Driver-matched playbooks
- Segment targeting
- Deployment tracking
- Outcome feedback
Adoption Risk Score — one continuous signal, pre-launch through go-live and beyond
Validated against the case data
Each of the 25 documented failures maps to a missing layer.
Predict-layer failures
No adoption framework existed at all.
- Predix
- VW Cariad
- ASX
- Nokia
- IBM Watson Health
Monitor-layer failures
Adoption went unmeasured until go-live.
- NPfIT
- Revlon
Engineer-layer failures
Migrations proceeded with no resistance or readiness gate before cutover.
- BA IT outage
- Southwest
Path to validation
HTIE is piloted in three phases. Pilot partners are onboarded with their existing change tracking left in place.
Phase 1
Retrospective diagnostic pilot
Validate the Predict model against transformations with known outcomes.
Phase 2
Live monitoring pilot
Run HTIE alongside a client's existing change tracking during an active rollout.
Phase 3
Full-loop pilot
Measure adoption outcomes against an unpiloted control site.