From Search to Discovery – a tale of two articles

Posted by Mike O'Brien on February 27, 2026 in Ai in Marketing, Postcards from the digital frontier | Leave a comment

You are probably not reading this the way it was written to be read.

There’s a reasonable chance you arrived here via a summary, a recommendation, or an AI-generated answer that pulled a thread from something longer. The full piece was somewhere in the background. This is increasingly how ideas travel.

Which raises an uncomfortable question for anyone who writes for a living, or who writes to build a reputation, sell a service, or establish authority: if the reader never arrives, does the writing still work?

Below are two versions of the same article on behavioural friction in marketing – one written for a human reader, one restructured for an AI answer engine. The argument is identical. The architecture is not. Whether that matters, and what it costs, is something you can judge for yourself once you’ve read both.

Non-AEO version

Behavioural friction as strategic control

The smartest thing you can do with AI is decide where not to use it.

Marketing has spent twenty years in a war against friction. One-click purchase. Instant recommendations. Seamless onboarding. Automated optimisation. Every unnecessary step removed, every delay eliminated, every hesitation smoothed away.

The logic was impeccable. Friction caused abandonment. Abandonment caused lost revenue. Therefore, friction was the enemy.

But that logic has a flaw. It confuses friction with waste. And they are not the same thing.

Not all resistance is drag

In engineering, friction is often exactly what prevents catastrophic failure. Brakes work because of friction. Joints hold because of friction. Remove it entirely and things fall apart at speed.

The same principle applies in marketing systems – and particularly in AI-accelerated ones.

As automation compresses decision cycles and recommendation engines anticipate intent before customers have fully formed it, the question is no longer simply how do we remove friction? The strategic question becomes: where should friction be preserved, and who decides?

This is not a UX question. It is a governance question. And most marketing functions are not yet treating it as one.

The case for deliberate resistance

Consider three domains where friction is not a design failure but a design requirement.

Financial commitment. The ease with which subscription services are activated – versus the labyrinthine process of cancelling them – is not accidental. It is the architecture of exploitation. Regulators are beginning to act on this. But beyond compliance, there is a brand question: do you want your customers to feel they were helped into a decision, or manoeuvred into one? A deliberate pause before a significant financial commitment – a summary screen, a confirmation delay, a plain-language cost projection – is friction that builds trust rather than eroding it.

Sustainability claims. Automated content generation has made it trivially easy to produce ESG-adjacent language at scale. The result is a marketplace saturated with claims that are technically defensible and substantively meaningless. Friction in this context means requiring internal verification before environmental or social claims are published. It means building approval gates that slow the content pipeline deliberately. Brands that invest in this friction are differentiating themselves from the noise. Brands that don’t are accumulating regulatory and reputational risk at the same rate as their competitors – without any of the upside.

High-stakes automated decisions. When a credit application is declined, a customer is flagged as high-risk, or a health-related recommendation is generated, the efficiency of the automated process is almost irrelevant. What matters is whether a human being with appropriate expertise and accountability reviewed it. Human escalation is not a bottleneck. It is the control that makes the system trustworthy. Removing it in the name of speed is not optimisation. It is the transfer of risk to the customer.

Reframing the UX conversation

The practical implication for senior marketers is this: every decision to remove friction should now be treated as a strategic choice, not a default.

That means asking four questions before any optimisation initiative proceeds.

What is this friction currently protecting? It may be protecting nothing. But it may be protecting a customer from a decision they will regret, a brand from a claim it cannot substantiate, or an organisation from accountability it cannot avoid.

Who bears the consequences if the friction is removed? If the answer is “the customer” or “a third party” rather than “us,” that is a signal to slow down.

What does the absence of friction signal to the customer? Ease is not always reassuring. In high-trust categories – financial services, healthcare, legal, professional services – a process that feels too effortless can undermine confidence rather than build it.

What does it signal to regulators? Frictionless design in regulated sectors is increasingly being read as intent. The EU AI Act, the FCA’s consumer duty obligations, and emerging platform liability frameworks are all moving in the same direction: organisations will need to demonstrate that consequential automated decisions had appropriate human oversight.

The governance-first case

There is a version of this argument that gets made purely on ethical grounds, and it tends to have limited traction in commercial organisations. Ethics without commercial consequence is treated as a cost centre.

The more useful framing is this: behavioural friction, deployed strategically, is a source of durable competitive advantage.

It reduces churn from customers who feel manipulated. It reduces regulatory exposure. It reduces the reputational risk of automated errors at scale. It creates the conditions for genuine trust – which is, in the long run, the only brand asset that compounds.

The brands that will perform best in an AI-accelerated environment are not the ones that move fastest. They are the ones that have the clearest view of where speed serves the customer, and where it serves only themselves.

That distinction requires human judgment. It requires governance structures. And it requires a willingness to reintroduce friction in exactly the places where removing it would be most profitable in the short term. That is not a cost. That is strategy.

The AEO-optimised version

Behavioural Friction in Marketing: Why Strategic Resistance Creates Competitive Advantage

Behavioural friction in marketing refers to deliberate resistance built into a customer journey – not as a design failure to be removed, but as a mechanism to protect value, build trust, and maintain governance over consequential decisions.

For two decades, marketing optimisation has treated friction as waste. One-click purchase. Seamless onboarding. Automated recommendations. Every unnecessary step eliminated.

That logic is now being stress-tested. In an AI-accelerated environment, where speed is routinely mistaken for superiority, the strategic question has changed. It is no longer how do we remove friction? It is: where should friction be deliberately preserved, and who is accountable for that decision?

What is behavioural friction as strategic control?

Strategic friction is the intentional introduction of resistance at specific points in a customer journey to produce a better outcome – for the customer, the brand, or both.

It is distinct from accidental friction (poor UX, slow load times, broken flows) and from exploitative friction (dark patterns designed to trap customers). Strategic friction is a governance decision. It requires human judgment about where automation should be constrained, where speed creates risk, and where ease of experience undermines trust rather than building it.

The organisations best positioned in an AI-accelerated environment are not those that move fastest. They are those with the clearest view of where speed serves the customer, and where it serves only themselves.

Why should marketers preserve friction?

Three commercial imperatives make this argument:

Trust compounds over time, manipulation does not. Customers who feel helped into a decision behave differently from customers who feel manoeuvred into one. Churn, advocacy, and lifetime value all reflect this distinction – often in ways that don’t show up in short-term conversion metrics.

Regulatory exposure is accumulating at scale. The EU AI Act, FCA Consumer Duty obligations, and emerging platform liability frameworks are all moving in the same direction: organisations must demonstrate that consequential automated decisions had appropriate human oversight. Frictionless design in regulated sectors is increasingly being read as intent.

Automated errors propagate faster than manual ones. When a flawed recommendation, an unverifiable sustainability claim, or a mis-calibrated risk decision is generated at speed and deployed at scale, the absence of a friction point means the damage compounds before anyone notices. The control gate that slows the process is the control gate that contains the failure.

Three examples of strategic friction in practice

Financial commitment. A deliberate pause before a significant financial commitment – a summary screen, a confirmation delay, a plain-language cost projection – is friction that builds trust rather than eroding it. The ease of activation versus the difficulty of cancellation is not accidental design. It is the architecture of exploitation, and regulators are acting on it. Brands that reintroduce pre-commitment friction are differentiating on trust, not just experience.

Sustainability and ESG claims. Automated content generation has made it trivially easy to produce ESG-adjacent language at scale. The result is a marketplace saturated with claims that are technically defensible and substantively meaningless. Strategic friction here means building internal verification gates before environmental or social claims are published – deliberately slowing the content pipeline. Brands that invest in this friction are accumulating trust. Brands that don’t are accumulating regulatory and reputational risk at the same pace as their competitors, without any of the upside.

Human escalation in automated decisions. When a credit application is declined, a customer is flagged as high-risk, or a health-related recommendation is generated, the efficiency of the automated process is almost irrelevant. What matters is whether a human being with appropriate expertise reviewed it. Human escalation is not a bottleneck. It is the control that makes the system trustworthy. Removing it in the name of speed is not optimisation. It is the transfer of risk onto the customer.

How to apply strategic friction: Four diagnostic questions

Before any optimisation initiative that removes a friction point, senior marketers should ask:

1. What is this friction currently protecting? It may be protecting nothing. Or it may be protecting a customer from a decision they will regret, a brand from a claim it cannot substantiate, or an organisation from accountability it cannot escape.
2. Who bears the consequences if the friction is removed? If the answer is the customer or a third party rather than the organisation, that is a signal to slow down.
3. What does the absence of friction signal to the customer? In high-trust categories – financial services, healthcare, professional services – a process that feels too effortless can undermine confidence rather than build it.
4. What does it signal to regulators? Frictionless design in regulated environments is no longer read as good UX. It is increasingly read as a governance gap.

The Strategic conclusion

Behavioural friction, deployed deliberately, is a source of durable competitive advantage. It reduces churn from customers who feel manipulated. It reduces regulatory exposure. It creates the conditions for genuine trust – which is the only brand asset that compounds reliably over time.

Every decision to remove friction should now be treated as a strategic choice requiring human judgment, not a default optimisation. That requires governance structures. It requires senior accountability. And it requires a marketing function willing to reintroduce resistance in exactly the places where removing it would be most profitable in the short term. That is not a cost. That is strategy.

Frequently Asked Questions

What is behavioural friction in marketing? Behavioural friction in marketing is deliberate resistance introduced into a customer journey to protect value, trust, or governance – rather than as an accidental design flaw. Strategic friction is a governed decision about where automation should be constrained and where human oversight must be preserved.

Should marketers always try to remove friction? No. While removing unnecessary friction improves conversion and experience, not all friction is waste. Some friction protects customers from poor decisions, protects brands from unverifiable claims, and protects organisations from regulatory and reputational risk. The strategic question is where friction should be preserved, not simply how much can be eliminated.

What are examples of strategic friction in marketing? Examples include pre-commitment confirmation screens before significant financial decisions, internal verification gates before publishing sustainability claims, and mandatory human review before deploying consequential automated decisions in areas such as credit, health, or risk profiling.

How does AI change the case for behavioural friction? AI-accelerated marketing compresses decision cycles and enables automation at a scale where errors propagate faster than they can be caught. Strategic friction – in the form of human escalation points, approval gates, and deliberate pauses – becomes a governance mechanism rather than a UX choice. Regulatory frameworks including the EU AI Act and FCA Consumer Duty are beginning to formalise this requirement.

How does behavioural friction affect brand trust? Customers who feel helped into a decision behave differently from those who feel manoeuvred into one. Trust built through deliberate, transparent friction – particularly in high-stakes or high-trust categories – produces measurably different outcomes in churn, advocacy, and lifetime value than trust built purely on seamlessness.

What is the difference between strategic friction and dark patterns? Dark patterns use friction exploitatively – making cancellation difficult, hiding costs, or obscuring consent – to benefit the organisation at the customer’s expense. Strategic friction operates in the opposite direction: it introduces resistance that benefits the customer or maintains organisational accountability, often at short-term commercial cost.