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9 minutes of reading 1 January 2026

Marketing Intelligence

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Massimiliano Baldocchi

Business Manager

Marketing Intelligence
artificial intelligence
Expertises
web marketing

Optimising to grow (beyond the Jevons Paradox)

Optimising does not mean doing more, but doing better. Marketing Intelligence transforms SEO, AEO and GEO from efficiency exercises into strategic levers to reduce waste, increase relevance and guide business decisions in an ecosystem dominated by data and artificial intelligence.

In summary

When applied to marketing, the Jevons Paradox warns us that greater efficiency does not automatically translate into greater value. When optimisation is driven solely by cost reduction or volume growth, it generates noise and waste. When guided by Marketing Intelligence, however, it frees up resources, improves decision quality and turns SEO, AEO and GEO into tools of strategic productivity.

What Marketing Intelligence is today

In contemporary marketing, a recurring question sits on the desks of CMOs, marketing directors and entrepreneurs: is optimising everything really the right path? Those who approach the topic critically often refer to the Jevons Paradox, according to which increased efficiency paradoxically leads to higher consumption and, in the long run, to new inefficiencies.

Applied to marketing, the risk is clear: the more we optimise, the more content, campaigns and messages we produce — and the more noise increases.

At HTT, we start from a different assumption: optimisation is not a goal, but a tool. When guided by the right data, it does not generate waste but frees up resources. This is where Marketing Intelligence comes into play.

Today, MI is no longer just the collection of competitor data. It is the ability to read the market almost in real time and make decisions that reduce uncertainty before it turns into cost. It is the same paradigm shift we analyse in Marketing trends 2026: AI, data and creativity beyond the hype, where AI stops being an experimental project and becomes planning and measurement infrastructure.

Efficiency and productivity: a difference that matters

Many people confuse efficiency with productivity. Efficiency is doing the same things with fewer resources. Productivity is doing better things with the resources that have been freed.

Reducing the cost of a campaign that creates no value is efficiency. Understanding that the campaign should not have been run and reallocating time and budget to a more relevant message is productivity.

This is exactly what Marketing Intelligence is for: acting as a compass. It indicates which activities to eliminate, which to strengthen and which not to start at all.

Data without direction: when optimisation becomes blind

Without a Marketing Intelligence system, optimisation risks becoming a mechanical exercise. Correct keywords, formally SEO-friendly content and campaigns that perform well in reports may fail to move the real business, because a strategic interpretation of what the data is actually saying is missing.

This is where many companies fall into a false sense of control. Dashboards full of data, KPIs under constant observation, but decisions driven by inertia. Optimisation continues on what is easy to measure, not on what truly matters. The result is marketing that is efficient in numbers but ineffective in impact.

This problem becomes even more evident when artificial intelligence and automation enter the picture. Increasingly powerful tools accelerate production and distribution, but they also amplify strategic errors if context, priorities and clear objectives are missing. We addressed this openly in AI and automation in marketing: from tools to systems, because AI does not make marketing smarter on its own — it makes it faster.

Marketing Intelligence exists precisely to slow down at the right moment. To stop before producing, before optimising, before investing. It connects quantitative data with real user intent, integrates market signals, behaviour and brand perception, and transforms scattered information into coherent decisions.

In other words, MI does not answer the question what works?, but the more uncomfortable and more useful one: why is it working and for how long?. This is the difference between tactical optimisation and strategy.

SEO, AEO and GEO: visibility is no longer a single channel

In 2026, being present on Google is no longer enough. Visibility has not disappeared; it has fragmented. People search, ask, compare and decide across search engines, answer systems, voice assistants and AI-powered platforms.

SEO remains the foundation — not because it is traditional, but because it builds the infrastructure of understanding. Information architecture, performance, technical quality and reliable content make a website readable, interpretable and sustainable over time, not only for Google but also for AI systems that draw from the web.

AEO emerges when search stops being exploratory and becomes resolutive. Featured snippets, zero-click results and voice assistants reward those who can provide clear, concise and contextualised answers. Here, optimisation is not just about what is said, but how and when it is said. If your brand cannot respond directly to a need, someone else will occupy that space.

GEO represents a further shift in scenario. With systems such as ChatGPT, Perplexity, Gemini and Claude, competition is no longer just for a SERP position, but for being cited within a generated answer. This shifts the focus from individual content to the overall system of signals a brand releases online.

Optimising for GEO means working on semantic coherence, distributed authority, verifiable sources and message continuity over time. It means asking not only what we say, but how we are described by artificial intelligence. We explore this further in llms.txt: from SEO for search engines to SEO for artificial intelligence, because future visibility is built today.

SEO, AEO and GEO are therefore not alternative channels, but layers of the same strategy. Marketing Intelligence is what holds them together, preventing optimisation from becoming a collection of disconnected tactics.

Jevons Paradox and marketing: waste or value?

The Jevons Paradox warns us that efficiency can lead to excessive use of resources. In marketing, this translates into information overload: redundant content, overlapping campaigns and messages that cancel each other out.

When optimisation is guided by Marketing Intelligence, however, the opposite happens. Structural waste is reduced: budgets invested in unqualified traffic, time spent on invisible content and missed opportunities due to lack of context interpretation. Consumption does not increase — quality does.

Conclusion

Optimisation only makes sense if you know where you are going. Marketing Intelligence provides that map. In an ecosystem of search engines, answer engines and artificial intelligence, the winners will be brands capable of being relevant, coherent and recognisable — not those that produce the most noise.

FAQ

What is Marketing Intelligence?

It is the ability to transform market, behavioural and brand perception data into strategic decisions that reduce uncertainty and improve productivity.

How does it differ from simple data analysis?

Data analysis describes what happened.
Marketing Intelligence guides what it makes sense to do next.

Are SEO, AEO and GEO alternatives?

No. They are complementary layers of digital visibility and work best when integrated.

What is Answer Engine Optimisation?

It is the optimisation of content to provide direct answers to search engines, voice assistants and AI systems.

What is Generative Engine Optimisation?

It is the set of strategies that allow a brand to be correctly cited in answers generated by artificial intelligence.

Does the Jevons Paradox really apply to marketing?

Yes, when optimisation lacks strategic direction and produces volume rather than value.

Does Marketing Intelligence reduce costs?

Above all, it reduces waste: time, budget and attention invested in low-impact activities.

Is it useful for SMEs as well?

Yes. In fact, it is often even more useful for SMEs, where every wrong decision has a greater impact on the final result.

Is GEO already relevant today?

Yes. AI systems are already a real touchpoint in users’ decision-making processes.

Does HTT work only on SEO?

No. HTT’s approach integrates SEO, AEO, GEO, data analytics and business strategy.

Bibliographic references and further reading

The concepts discussed in this article are based on consolidated theoretical contributions, official documentation and contemporary research on data, marketing and artificial intelligence.

Jevons, W. S. (1865). The Coal Question: An Inquiry Concerning the Progress of the Nation, and the Probable Exhaustion of Our Coal-Mines. London: Macmillan and Co. The original text in which the Jevons Paradox is formulated. Available at: Online Library of Liberty or Archive.org.

Google Search. Search Quality Rater Guidelines. A key document for understanding how Google defines content quality, reliability and usefulness (relevant for SEO and AEO). Official PDF: Search Quality Evaluator Guidelines. Official updates: Google Search Central Blog.

Google Search Central. Creating helpful, reliable, people-first content. Official guidelines on helpful and reliable content (fundamental for “answer-first” approaches and for reducing over-optimised content). Documentation: Search Central Documentation.

OpenAI. OpenAI Research and developer documentation. Useful references for understanding how generative models work and how answers and summaries are built. Research: OpenAI Research Index. Docs: OpenAI for Developers.

Google DeepMind. Publications. Official section with publications and research on generative models and system evaluation. Page: DeepMind Publications.

HT&T Consulting insights (magazine): Marketing trends 2026; llms.txt and SEO for AI; Process automation with n8n and AI.



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