Deciding to measure loyalty properly is one thing. Understanding what that actually involves is another. This post walks through what a CLPS engagement looks like in practice: from the initial alignment conversation to the point where commercial teams have an actionable roadmap in their hands.
The process is structured in five stages. Each one builds on the last and the whole sequence typically runs over six to eight weeks.
Stage 1: Kickoff and scope
The engagement starts with alignment. Before any measurement happens, we need to agree on what the measurement is for.
That means defining the commercial questions the analysis needs to answer. Which customer segments matter most? Are we looking at retention risk across the full base or going deep on a specific tier? What decisions will the output need to support: budget allocation, account management prioritisation, a board-level conversation about customer strategy?
It also means aligning on the driver model structure. The core CLPS model is academically validated and consistent across engagements, but the specific drivers and their definitions are calibrated to your context. A SaaS business and a pharma distributor have different relationship structures. The model needs to reflect that.
Kickoff typically takes one focused session with the senior commercial sponsor and the team who will act on the findings.
Stage 2: Survey and interviews
The measurement itself runs in two tracks.
The quantitative track is a structured customer survey built around the driver model. It’s designed to be short enough that customers complete it and rigorous enough that the statistical model holds. Response rates in B2B are typically higher than organisations expect when the survey is positioned correctly: as a genuine input to how the relationship is managed, not a routine satisfaction check.
The qualitative track is a small number of stakeholder interviews: both internal and with selected customers. These provide context that the numbers alone won’t surface. They also help interpret outliers in the data and add the narrative layer that makes findings more actionable for leadership teams.
Stage 3: Analysis and modelling
This is where the PLS-SEM model runs. The survey data is processed through the structural equation model, producing path coefficients for each driver and their relationships to satisfaction and loyalty outcomes.
The output of this stage is the driver model itself: a map of which factors influence loyalty in your specific customer base, how strongly and through which pathways. It also includes performance scores for each driver across your customer segments.
The combination of effect size and performance score is what generates the priority matrix. High effect, low performance is where the model directs attention first.
Stage 4: Reporting and economics
The analytical output is translated into two deliverables.
The first is the Customer Health Report: a full findings document covering the driver model, segment breakdowns, key account insights and the priority matrix. It’s written to be used by commercial leaders directly, not interpreted by analysts.
The second is the Economics module output: CLV scenarios and ROI modelling that translate the driver findings into financial terms. If performance on the top-priority driver improves by 10 points, what does that mean for retention probability? What does that mean for CLV across the affected account tier? These are the numbers that make the business case for where to invest.
Stage 5: Roadmap and tracking
The final stage is a facilitated workshop with the commercial leadership team. The purpose is to move from findings to commitments: agreeing on the two or three priority actions, assigning ownership and setting the cadence for tracking progress.
The workshop output is a priority roadmap with named owners and a timeline. Not a list of recommendations. A plan.
Ongoing tracking is built into the CLPS model from the start. The measurement is designed to be repeated: typically annually as a planning input, with lighter pulse checks in between. That repetition is what turns a one-time diagnostic into a management system.
What to expect from the process
The full engagement from kickoff to roadmap workshop is six to eight weeks. The demands on your internal team are concentrated at two points: the kickoff session and the roadmap workshop, with lighter involvement during the survey and analysis phases.
The output is a set of deliverables that a commercial leadership team can use immediately and return to throughout the year. Not a project that concludes. A capability that stays.
If you’re considering whether this is the right moment to run the analysis, the most useful next step is a short conversation about your customer base and what decisions you need the output to support. That’s what the demo is for.