Understanding the role of each signal helps leaders make decisions with greater confidence and avoid waiting for perfect certainty
Stop measuring everything. Start prioritising what matters
CMOs have never had more data, and rarely had less confidence about what to do next. Find out which signal to trust, in what order, for which decision and how to act with confidence.
✓ What to do when signals disagree
✓ Why attitudes often predict behaviour before sales data can
✓ How human and machine-generated signals fit into the same framework
✓ Which signal matters most at each stage
THE PROBLEM
SIGNAL RICH. JUDGEMENT POOR.Dashboards have multiplied. Metrics have proliferated. And still, when the CFO leans in, too many marketing leaders hesitate.
Marketing leaders have never had more data.
Behavioural data. Brand tracking. Social listening. Search trends. AI recommendations.
Yet when it's time to make a decision, many teams still hesitate.
"So what do we do?"
Which signal to trust? When to trust it? And what action to take?
THE THREE SIGNALS
One job eachBehaviours, Attitudes, Expressions. Knowing which one you’re looking at changes what you do next.
THE AUDIT TRAIL
BehavioursWhat people actually did.
Complete, reliable, and always about the past. It confirms the decision you already made.
THE COMPASS
AttitudesWhat people think and feel.
The strongest predictor of what they'll do next. It points where the market is heading, not where it's been.
THE SEISMOGRAPH
ExpressionsWhat people say, search and share.
Picks up every tremor, instantly, without telling you which ones turn into earthquakes.
HUMAN AND MACHINE, SIDE BY SIDE
The signals map
The same three jobs, whether the signal comes from a person or a machine.| Signal | What people do, think and say | What technology captures |
| Behaviours | Purchases, subscriptions, footfall, repeat purchase, usage, switching. |
Transaction data, platform conversions, clickstream analytics, e-commerce records and, increasingly, AI-agent-initiated purchases made with no human click involved. |
| Attitudes | Brand perceptions, predisposition, trust, perceived value, quality opinions, category attitudes, recommendation intent, tracked through metrics like Meaningful Difference and Future Power. | Not yet, not in the way humans hold them. But LLMs and AI agents already carry brand associations in their training data that shape which brands they surface and recommend. |
| Expressions | Search queries, social posts, reviews, word of mouth, likes, comments, shares, sentiment. |
AI recommendations, algorithmic rankings, chatbot answers, generative and synthetic outputs: the emerging “machine web”. |
Attitudes predict behaviour and we can prove it
Changes in how people think and feel about a brand reliably arrive before changes in what they do.
|
4x
more likely to grow value share, for brands with high Future Power
Kantar Future Power
|
52%
of low Future Power brands were already losing share
Kantar Future Power
|
11 mths
of early warning on brand equity shifts, ahead of standard tracking
LINK+ • MASB certified
|
36%
of all new sales driven by brand equity, across six markets
Kantar meta-analysis
|
WHEN MODELS DISAGREE
What the short-term view misses
Where brand investment increased consistently, sales grew by as much as 40%. Where it was cut, equity eroded and sales stagnated, sometimes for years.
Adidas learned this the hard way, on the strength of dashboards that looked efficient (until the company ran the econometrics).
WHEN SIGNALS AGREE
Octopus Energy: growth compounds
In a category known for low satisfaction and high inertia, every signal reinforced the next, and it became the UK’s number one electricity supplier in six years.
| 01 |
Attitudes
Built Meaningful Difference through service and green innovation.
|
| 02 |
Expressions
Earned the strongest word of mouth in the sector.
|
| 03 |
Behaviours
Switching followed. Number one UK electricity supplier in six years.
|
WHY THIS MATTERS
Agreement turns momentum into growth
A signal is most useful when its role is clear.
Attitudes point to future potential, expressions show where energy is gathering, and behaviours confirm what happened.
When they reinforce one another, confidence rises and action becomes easier to justify.
Which signal leads at each stage of a launch
Two in three new launches are dead or dying by their second year, not because the product was bad, but because the signals were read in isolation, or not read at all.
|
BEFORE THE PRODUCT EXISTS
Expressions
|
Where latent demand is forming
Only expressions are available: search patterns, cultural tension, early conversation.
|
|
PRE-LAUNCH
Expressions
|
Whether the market is ready
Campaign response and social buzz tell you if the ground has been prepared.
|
|
LAUNCH WEEK
Behaviours + Expressions
|
Who's buying, and what they say
Sales alone can mislead in either direction. Read them alongside what people are saying.
|
|
QUARTER 1 AND BEYOND
Attitudes + Behaviours + Expressions
|
Building the brand, or borrowing from it
Only once attitudes are tracked do you learn whether you built something lasting or just spiked and faded.
|