Agentic marketing needs shared context and human control

Agentic marketing needs shared context and human authority

As AI agents take on more marketing work, enterprises need to give them business context while keeping people in charge. Agentic marketing means using agents to carry out marketing tasks under human supervision. For companies coordinating campaigns across departments, markets and compliance requirements, the technology must support informed execution and human authority while preserving the company’s freedom to choose its tools.

Bertrand Maugain, CEO of Ibexa, made this argument at the company’s Orchestration Day in Paris on June 17, 2026. His keynote, “Orchestrating Performance in the Age of Agentic Marketing,” linked marketing complexity to Ibexa’s strategy for agentic marketing. Ibexa sells the platform approach he advocates, so the company benefits commercially if enterprises accept his view that integrated marketing orchestration can address these problems.

Fragmented systems divide the context agents need

Maugain starts with a purchasing problem that becomes an operating problem: marketers have tens of thousands of technology companies to choose from. Software-as-a-service publishers, which deliver software through online services, have expanded that choice. But every additional tool brings decisions about how systems will connect and contribute to business results. Companies already struggling to get clear returns from traditional AI face another layer of complexity as generative AI, which produces content, spreads.

To explain that complexity, Maugain grouped lessons from industry reports into three areas: fragmentation, corporate work, and governance and trust. His first lesson challenges the expectation that generative AI will automatically connect a company’s existing technology. In his account, adding AI applications can create more separate stores of information and business context. Those divisions make it harder to benefit from technology the company already owns.

The problem therefore goes beyond the cost of another application. Maugain argues that companies need a more integrated foundation so their systems can contribute to a shared understanding of the business. An agent may complete a task while missing the circumstances that determine whether its output is appropriate. Connecting systems is meant to make that context available as the agent works.

Yet connected information solves only part of the problem, because corporate work also depends on relationships between people and departments. This is Maugain’s second lesson: tools that work well for an individual’s consumer-oriented task face more complex conditions inside an enterprise. He explains: “From the cultural to the business context, decision-making to collaboration between a large number of departments, the corporate context is much more complex.” An output that satisfies one person may still need to fit decisions and responsibilities elsewhere in the organization.

These relationships also determine how security and compliance requirements apply to a task. An agent carrying out marketing work must follow those requirements as it crosses departmental boundaries. Maugain therefore argues that an agent’s usefulness to an enterprise depends on a deeper understanding of the business. Completing an activity is one capability; carrying it out appropriately within the company requires that wider context.

Choosing technology for this setting becomes harder as new AI companies appear almost daily. Maugain describes differences in how serious, sustainable and stable they are, which complicate judgments about whether they can contribute reliably to enterprise operations. Buyers therefore face two connected questions: whether a tool performs a useful task and whether it can work well with the surrounding systems. A strong answer to the first still leaves the second to examine.

Automation increases the need for human oversight

Even when agents have enough context, people must decide what they are authorized to do. Maugain’s third lesson concerns the anxiety that rapid AI growth creates for chief information officers and chief financial officers responsible for control and compliance. As agents carry out more campaign work, governance, the rules and responsibilities for directing that work, must establish who can authorize it and who remains accountable for the consequences.

Ibexa describes the corresponding change in marketers’ work as super-orchestration: automating operations while supervising how they run. Marketers would spend more time directing campaigns, overseeing execution and maintaining brand values. Maugain presents agentic technology hubs, which coordinate work performed by agents, as a way to automate complex workflows and support international expansion. The intended benefit is less manual work as marketers supervise activity across more of the business.

But supervision requires controls within the tools themselves. Maugain identifies transparency and control as capabilities the platform must provide, saying, “These qualities are things we must make available in our tools.” Giving a marketer responsibility has practical meaning only if that person can understand and govern the agents’ work. So Ibexa’s proposed role for marketers depends on capabilities in the technology it sells.

Control over operations addresses internal responsibilities, while the content those operations produce raises a separate question about consumer trust. Maugain cited a forecast in his keynote: “By 2028, 90% of content will be machine-generated. How will consumers react? Trust is inevitably impacted”. He uses that forecast to explain his concern about consumers’ response to increasingly synthetic content. Compliance concerns how a company meets its obligations; consumer trust concerns how people judge its communications.

For Maugain, automated production makes the work of protecting a brand more important. He expects brands that communicate their values authentically and convincingly to stand out in an environment filled with machine-generated material. Marketers remain responsible for those values even when agents carry out complex activities. Their oversight must therefore extend from campaign operations to the meaning and integrity of what the brand communicates.

Integration must preserve user choice

Providing context and control through one platform raises another design question: how much freedom does the customer retain? An all-in-one suite can connect functions while constraining how an enterprise works, whereas separate tools can leave the enterprise responsible for integration. Ibexa proposes a marketing orchestration platform, meaning a platform that coordinates marketing work across an integrated ecosystem. The company’s offer combines that coordination with continued customer choice.

Maugain places this approach between headless stacks and monolithic suites. A headless stack separates the customer-facing experience from the systems supporting it; a monolithic suite combines many functions in a tightly connected offering. He associates excessive fragmentation with one end of that range and cumbersome structures and client lock-in, the difficulty of switching providers, with the other. In his account, enterprises with cross-departmental, security and compliance requirements can struggle to find a suitable fit at either extreme.

Ibexa calls its proposed approach the European Way, a label developed in the context of European-based companies. It brings together openness, transparency, participation in an ecosystem, user choice and technical integration. Ibexa has long advocated these values and describes the intended environment as pre-integrated and user-controlled. Customers would get systems prepared to work together while retaining authority over the environment they use.

These promises address different parts of the integration problem. Pre-integration is meant to reduce the effort needed to connect selected systems, while user control preserves the customer’s ability to shape its technology environment. Maugain states the principle behind the approach: “Ultimately, the European Way represents a spirit of openness”. For an enterprise assessing that offer, the question is whether the connected environment preserves meaningful choice among participating solutions.

That choice includes specialized products from Ibexa’s partners. Maugain positions Ibexa and those partner solutions between broad but cumbersome suites and excessively fragmented best-of-breed arrangements, in which companies select individual tools for particular needs. Specialized selection offers flexibility, but it also increases the work of making separate systems function together. Ibexa’s proposed benefit for global enterprises is stronger governance and trust alongside continued participation in an ecosystem they can shape.

Maugain also makes a competitive claim for this architecture: he says Ibexa recognized the agentic shift early and developed for it while competitors continued selling point solutions, or products focused on individual needs. He describes Ibexa as winning through that approach, an assessment made by the CEO of the company that benefits from those sales. The business outcomes he identifies are helping customers use their data more effectively and coordinate marketing campaigns.

Key highlights

• Connect business context: Marketing and IT teams need to assess how agents access information across systems and departments. Evaluate tools against the business context, security requirements and compliance rules agents need to carry out work appropriately.
• Make human oversight operational: Marketing owners need visibility into agents’ work and controls over campaign execution. Platform selection should account for these capabilities, while marketers retain responsibility for brand values and consumer trust.
• Preserve choice through integration: Technology buyers need to examine both integration effort and their freedom to change providers. Ibexa proposes a pre-integrated, user-controlled ecosystem; assess whether that approach delivers meaningful choice alongside stronger coordination and governance.