From score watching to signal intelligence

From score watching to signal intelligence: My key takeaways from Medallia World Tour London

For a long time, User Experience (UX) programmes have been anchored around survey scores and NPS, CSAT and periodic feedback still matter but they are no longer enough on their own. The most compelling insight I took from the Medallia World Tour London 2026 was the shift away from score watching towards AI‑powered analytics that bring together multiple signals to drive real business outcomes. Organisations seeing the greatest value from UX are those that stop looking at individual scores in isolation and instead connect signals across the entire business operation.

Moving beyond surveys alone

One of the most striking points was the contrast in market growth as survey‑led approaches are seeing relatively low growth (around 10%),while AI‑driven technologies such as chatbots and advanced analytics are growing at more than three times that rate. That doesn’t mean surveys are obsolete but it does mean that growth, insight and impact now sit elsewhere.

Leading programmes are combining:

• Survey data
• Behavioural data
• Digital interaction signals
• Operational data
• Employee feedback

When these signals are unified, patterns emerge that no single metric could ever reveal. It enables organisations to listen at scale, across channels, and then drill down regionally or operationally where needed.

UX professionals as connectors and change‑makers

The role of UX itself is also evolving. UX professionals are no longer just researchers or designers. We are increasingly acting as connectors, conductors and architects, bringing together insight from across the organisation and turning it into action. Doing this well means working closely with operational teams, digital, finance and leadership, not sitting in a silo analysing feedback in isolation.

This is where technology and AI become critical. Not as a replacement for human insight, but as an enabler, helping us analyse at scale, identify risk earlier, and focus our time where it has the greatest impact.

Measuring the ROI of UX through outcomes

A recurring challenge discussed at the event was how to demonstrate the value of UX in language the business understands. The strongest programmes work backwards from business KPIs. Instead of asking “how did our score change?”, they ask:

• Did the volume of avoidable queries reduce?
• Did operational costs fall as journeys improved?
• Did retention improve, or predicted lost revenue decrease?

Presenting the financial risk of poor UX to business leaders is critical to securing the investment needed to make a UX programme successful. Being able to link negative experiences to churn, cost, or reputational damage creates a far more compelling case than positive experiences alone. This is where perception and behaviour come together, blending customer experience, market perception and brand perception into a single, more meaningful view.

The power of a unified, predictive model

As UX programmes and professionals advance towards the future way of working, there is a powerful shift towards predictive UX programmes. When organisations connect all available signals and apply AI‑driven analysis, they move from reacting to feedback to anticipating issues before they escalate.

Final reflections

If I had to summarise my key learnings from the day, they would be:

• Capture all available signals, not just survey scores
• Use AI to drive efficiency, scale and earlier insight
• Translate UX into financial language that leaders can act on

The future of UX isn’t about chasing better scores. It’s about creating connected, insight‑led organisations where experience improvement drives measurable outcomes for customers, employees and the business.

PSR’s User Experience Programme

At PSR, we use Medallia to understand the experience of our customers, candidates, workers and suppliers across each of our service lines, giving us a holistic view of how people experience our services at every touchpoint. This connected approach enables us to listen to the voices of our users, identify patterns across different signals, and continually evolve our services to better meet the needs of each user group.

In 2026, we launched our User Experience Committee to strengthen governance and ensure insight consistently translates into action. As the programme continues to mature, our focus is on using insight, data and technology to further innovate our operating model and drive better outcomes for our customers, partners and the wider public sector workforce.