CVM operating model for an operator

What we know about CVM

CVM in most operators works not as a product but as a “campaign machine” — high volume, low impact, no discipline. We know how to fix it because we have seen it many times — and seen what works and what does not.

Our expertise:

Operating model design. Who owns strategy, who owns models, who owns operations. Without clear ownership CVM blurs between marketing and data team.

Discipline framework. A/B by default, frequency caps enforced, suppression rules, sunset criteria for campaigns without impact. Without discipline ROI is fiction.

Model lifecycle. When the model is retrained, who approves deployment, what is measured in production. Without lifecycle models age unnoticed.

Channel orchestration. How push, SMS, email, IVR, contact centre interact within one campaign. Without orchestration the customer receives 5 incompatible messages.

KPI hierarchy. Reach, conversion, uplift, retention, LTV — what we measure at what level. Confused KPIs = confused team.

Where we help

CVM Diagnostic — assessment of the current state across 12 dimensions. 4 weeks, output — gap report and recommended priorities.

CVM Rebuild — a 9-12 month engagement, sequenced reformation. Discipline reset → model refresh → decisioning rearchitect.

CVM Operating Routines — embed into weekly campaign review, monthly model review, quarterly strategic review. Knowledge transfer to the in-house team.

NBA Playbook Design — transition from campaign-driven to trigger-driven NBA. Including infrastructure, modelling, governance.

With whom we work in the client team

CMO / Head of CVM — sponsor, KPI alignment.

Head of Data Science / ML — model lifecycle, MLOps.

Channel leads (digital, contact centre, retail) — orchestration.

Compliance / DPO — consent, frequency cap legal limits.

CFO — ROI accountability.

What we bring

Experience of real rebuilds in telecom CVM.

Ready-made playbooks (A/B, suppression, frequency cap policies, model approval workflows).

Independence from vendor selection — we do not sell CDP/decisioning vendors.

Ability to challenge the status quo — we are independent of the existing power dynamics in the organisation.

What we do not do

We do not build a CVM platform from scratch as a technology vendor. That is the job of build/buy partners. We are adviser and programme leader.

We do not replace the in-house team. We complement and rebuild capability.

We do not run “quarterly advertising” — our scope is strategic, not tactical campaign execution.

Related

• /en/solutions/telecom-cvm-platform/ — CVM platform
• /en/cases/telecom-cvm-rebuild-engagement/ — CVM rebuild case
• /en/architecture/telecom-realtime-decisioning-architecture/ — decisioning
• /en/architecture/telecom-mlops-architecture/ — MLOps