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The rise of the Agentic Enterprise has officially rendered AI experimentation obsolete as we enter 2026.

Currently, a decisive divide is opening between organizations merely deploying peripheral tools and those architecting true autonomous execution. For leadership, the priority has shifted from simple adoption to the mastery of operational sovereignty. Consequently, this report deconstructs the roadmap to this new reality, moving beyond the industrial foundations of IA Adopt 2025.

Specifically, we first establish the global context by reviewing the key benchmarks from the IA Adopt 2025 summit. Then, we leverage the architectural breakthroughs of Yazan ALAHMADI, IT Systems Analyst at Saudi Aramco, and Linda CEREDA, Advisor & Ex-Nike Global VP of Marketing Data at Artefact, to demonstrate how a Sovereign Decision Core is re-engineering global value chains. Therefore, mastering the Reasoning Economy is now a prerequisite for strategic survival. Ultimately, in this article, we define the structural pillars required to lead the Agentic Enterprise 2026.

Architectural framework of the Agentic Enterprise for the 2026 roadmap

IA Adopt 2025: Europe’s Strategic Hub

EDITION 2025

25 – 26 NOVEMBER 2025
Grand Palais- Paris
As we enter 2026, the Adopt AI summit held at the Grand Palais remains the definitive blueprint for enterprise transformation. Organized by Artefact, this landmark event officially closed the era of AI experimentation. For leaders returning to their desks this January, the summit’s legacy is clear: AI is no longer a peripheral tool but the core infrastructure for Operational Sovereignty.

Adopt AI 2025: Market Scale and Strategic Impact

As Europe’s premier hub for applied AI, Adopt AI 2025 gathered 25,000 decision makers, 250+ exhibitors, and 500+ elite speakers to move beyond theory toward measurable ROI. Across 10 specialized stages, the summit delivered exclusive deployment strategies centered on 8 strategic ecosystems: Health, Finance, Industry, Travel, Retail & Consumer, Planet, Society and Sport. This tactical immersion serves as the definitive 2026 roadmap for leaders steering large scale industrialization.

Under the High Patronage of Mr Emmanuel Macron, President of the French Republic

« France is clearly a place to invest and deploy your activities. We have a lot of talents and we are increasing our investment on human capital and we will go from 40,000 persons per year being trained in AI to 100,000 per year. »

« We want to clearly accelerate AI adoption, and this summit is already contributing to that effort. », stated the President of the French Republic on the CEO Stage. 

Emmanuel Macron, President of the French Republic on the CEO Stage of Adopt AI.

Furthermore, to transition from the industrial benchmarks seen at IA Adopt 2025 to a functional Agentic Enterprise, a robust cognitive foundation is required. Consequently, the engineering expertise of Yazan ALAHMADI becomes pivotal, shifting AI from simple conversation toward a sovereign Decision Core.

Engineering the Agentic Enterprise Decision Core

The maturity of AI in 2025 is no longer judged by conversational fluency, but by end-to-end mission execution. As emphasized by Yazan during his keynote, we are pivoting away from « Chatbots » toward Agentic Workflow Orchestration. This shift moves AI from a descriptive tool to a deterministic « Decision Core » capable of navigating complex business logic without human friction.

The Reasoning Economy: Inference-Time Logic

The technological foundation of this shift lies in Inference-time reasoning. Unlike legacy LLMs that provide instantaneous, probabilistic responses, the new generation of models led by the [OpenAI o1 series, 2025] utilizes iterative reasoning loops to plan, verify, and self-correct.

Orchestrating Autonomy: Multi-Agent Systems (MAS)

Reliability at scale is achieved through Multi-Agent Systems. Rather than relying on a single model, we now architect « societies of agents » where specialized units (e.g., Research, Analytics, Execution) collaborate through Agentic Design Patterns. [Andrew Ng / AI Fund, 2024]. This architecture ensures that the « Decision Intelligence » layer of the enterprise remains robust and hallucination-free. [Gartner, 2025]

Operational Sovereignty: The 2025 Edge

For Yazan, the ultimate goal is Operational Sovereignty. Companies must move beyond « AI as a feature » to « AI as an Infrastructure. » By integrating these agents directly into the CRM and decision-making pipelines, firms can achieve a level of responsiveness that was previously impossible.

Yazan ALAHMADI leading the Decision Intelligence Foundation for the Agentic Enterprise, Aramco

2025 marks the transition from ‘AI that Tells’ to ‘AI that Does’. The competitive advantage lies in the reliability of agents acting as an autonomous Decision Core. »

Yazan ALAHMADI, Strategic Keynote @ Adopt AI Grand Palais 2025

While Yazan ALAHMADI defines the internal Decision Core essential for operational sovereignty, this infrastructure reaches its full potential through the lens of the new consumer. As we transition from backend orchestration to the Era of Delegation a strategic synthesis explored by Linda CEREDA and the expert panel she moderated the battle for brand relevance moves beyond human interfaces into the realm of agentic algorithms. This represents the critical convergence where enterprise reliability meets the radical compression of the marketing funnel.

Operationalizing Agentic Enterprise Workflows

At Adopt AI 2025, Linda CEREDA moderated a strategic discussion on the structural shifts redefining the digital landscape. As evidenced by recent insights in [Harvard Business Review, 2025], the proliferation of AI agents is fundamentally altering customer ownership. Below are the key pillars synthesized from this intervention, detailing how the transition toward an A2A (Agent to Agent) ecosystem is radically re-engineering the marketing funnel.

The Velocity of Search Transformation

Over the past 12 months, we had significant shifts in how consumers are searching. Consumers are shifting towards clickless and agentic search, searching through LLMs. Searches are becoming faster and much more relevant as consumers add more context to their ask, as Claire quoted, consumers on average are now using 8 words even when searching in Google. Consumers are shifting quite rapidly: despite the fact research from Semrush showed AI Search was only roughly 5-6% of volumes last July, expectations is that it will be around 25% at the end of 2025 and reach a 50/50 split between traditional and agentic search within 4 years.

The Era of Delegation & Funnel Compression

Besides the search, consumers and especially for some industries, are also starting to delegate to LLMs their agents for buying decisions, as seen with the deployment of InstantGPT in the US on the strategic partnership between ChatGPT and Instacart. Fabien used the word ‘we are starting the era of delegation’ to describe this shift. Agentic commerce is dramatically changing the marketing funnel: compressing Awareness to Consideration, reducing the number of brands in consideration, and making brand stories invisible to consumers. Also, while humans are loyal, bots are not. Companies would need to adapt their marketing strategy to win with both bots as well as humans.

From SEO to GEO: Winning with Algorithms

Winning with LLMs is quite different than winning with SEO. Today, a lot of new tech companies are emerging in the GEO space (Generative Engine Optimization). Some of these technologies help brands scan their AI citation, identify the key sources LLMs pull information from, and create new content with GenAI to fit LLM queries, helping increase the likelihood of being cited by an LLM for key strategic questions.

The Insurance Policy: Owned Ecosystems & First-Party Data

Besides the need to win with algorithms, brands still would want to invest in their owned marketing emails, apps, and loyalty programs. These are the insurance policy against disintermediation and the loss of first-party data, which are becoming even more important in this new ecosystem.

Physical Sovereignty: The Role of Stores in an Agentic World

Similarly, stores and physical engagement opportunities will still be important. Besides the fact that consumers won’t only shop online, stores are critical to drive awareness and loyalty. Companies like Decathlon have already been working for a few years on bringing agentic experience to the store. Now it’s mostly for internal work, such as replenishment of inventory, but eventually, it will also be for consumer-facing experiences.

Linda Cereda analyzing consumer dynamics within the Agentic Enterprise framework, Artefact

Leading the Reasoning Economy

In summary, the transition toward the Agentic Enterprise marks the end of AI as a mere peripheral tool and its birth as a core operational nervous system. As a result of the architectural breakthroughs in Inference time reasoning and Multi Agent Systems presented by Yazan ALAHMADI, organizations can now achieve a level of Operational Sovereignty that was previously unattainable.

Furthermore, this technical foundation is fundamentally reshaping market dynamics. As synthesized by Linda CEREDA through the expert lens of her moderated panel, the shift toward Generative Engine Optimization (GEO) and funnel compression requires a strategic pivot toward A2A (Agent to Agent) orchestration. In this new landscape, the rigorous management of first-party data and the maintenance of a physical presence serve as essential ‘insurance policies’ against digital disintermediation.

Therefore, the 2026 roadmap is clear: to remain competitive, leaders must integrate a Sovereign Decision Core that aligns technical robustness with operational agility.

“The era of experimentation is over, the era of the autonomous, reasoning enterprise has begun.

Selma DJANI

Selma DJANI

Digital Marketing Transformation & Comms Officer| MBA Dmb B&C| Chemical Eng. | Life Sciences| Brand Growth & Commercial Excellence

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