Framework the autonomy of the system and remain guarantor of the customer relationship, a less visible but equally strategic skill of the marketer
The role of the marketer is no longer to map each micro-step of the customer journey, to choose when the email should go out, for example. Its role is now to define what the system should really seek to obtain. It starts by setting global KPIs: maximizing turnover, margin, number of transactions, or long-term customer value? This also involves building a hierarchy of objectives, because in practice, there is rarely just one, and clarifying which one takes precedence in the event of conflict.
Above all, you have to accept the tensions. Margin or volume? Quick sale or experience building? Retention or aggressive upsell? If these trade-offs are not explicitly defined, the system will optimize what is easiest over time, often to the detriment of the relationship because an agentic CRM has no judgment. Misdirected, it achieves the wrong result perfectly. This is where it is the marketer’s responsibility to clarify in whose interests the decision is being made: the company, the customer (or ideally, both).
Autonomy without a framework is a risk. Autonomy with clear parameters is a competitive advantage. This requires answering concrete questions: can AI dynamically modify the communication channel? Grant discounts within a defined range? Interrupt a campaign, even if the plan called for a mailing? And conversely: which decisions require a human perspective?
Then there is the reputational and legal layer.
- What messages are unacceptable?
- What data can power personalization?
- What practices risk being perceived as intrusive?
Designing these rules requires close collaboration with management, sales, legal and compliance teams. Marketing is no longer limited to communication. It enters into the decision-making architecture of the organization.
An agentic CRM does not rely on emotions, without being purely mechanical. Intelligent agents are increasingly capable of detecting when a goal seems inconsistent or counterproductive, and prompting users to reformulate it. Their role thus goes beyond the simple execution of tasks, they support better decision-making, provided that the teams clearly define what success means, ideally by reconciling the interests of the company and the client so that the agent optimizes results that create value for all.
When tracking click-through rate and conversion rate is no longer enough
In the agentic model, it is necessary to analyze the quality of the system’s decisions, and not just for their immediate effectiveness. An algorithm can be very efficient in the short term while producing invisible and destructive effects. He over-solicits the most responsive customers because they respond better. It favors segments that convert easily. It gradually reduces contact with profiles with lower potential. The indicators are showing green, but the relationship is silently deteriorating.
The marketer’s mission therefore becomes to monitor the biases that the system introduces, to evaluate the quality of the customer experience beyond its commercial value, and to measure the delayed effects. Can an increase in revenue today fuel churn in three months? Does intensive personalization generate communication fatigue?
Overseeing the quality of decisions and not just their outputs is becoming a new area of marketing responsibility.
The algorithm optimizes metrics, the marketer protects a relationship
The system does not understand the brand like a human. It does not perceive cultural nuances, nor subtleties of tone, nor reputational context, unless all of this has been translated into data. Which, by definition, is never entirely possible. Left to its own devices, a system focused solely on sales over-exploits the most responsive customers. In the short term, income increases. In the medium term, trust erodes, churn follows.
Agentic CRM is not a turnkey solution for organizations that do not have clearly defined values. It requires strategic maturity, consistency of objectives, and acute awareness of the consequences.
