CEP: How embedded AI is (finally) giving marketers back control 

Let’s be honest, over the last 20 years digital marketing has lost its way a little. We’ve been chasing volume rather than value, thinking that more meant better. The result? Inboxes overflowing with spam, automation scenarios that have become unreadable bureaucratic nightmares that no one dares touch, and mountains of data stored in silos that no one knows what to do with.  

It’s a frustrating situation for customers, who feel harassed, and exhausting for marketers, who spend 80% of their time managing technical issues rather than doing their job. Today, AI does not add an extra layer of complexity to this mess. It corrects these excesses to allow us to get back to basics – relevance, emotion, and agility. 

Arthur Lacroix, Head of Product Marketing at imagino, explains why embedded AI can be a game changer for marketing teams. 

Beyond the buzzwords, how can AI actually be used for marketing? 

Let’s be clear: AI isn’t there to steal your job or write soulless emails, but to be your co-pilot on a daily basis. Its role is to do the “dirty work”, analyse millions of lines of data, predict behaviours, and suggest relevant actions. 

Imagine the time you’ll save! Instead of spending three days waiting for IT or data scientists to extract a list of contacts, AI works for you in the background thanks to a true agentic architecture. On the one hand, Task Agents ensure operational productivity (segmentation, content generation, data requests, etc.). For example, AI can independently detect a segment of “dormant” customers—say, those under 35 in London who haven’t opened an email in three months.  

On the other hand, Goal Agents focus on business optimisation (churn prevention, performance, journey optimisation, etc.). Better yet, it alerts you to a risk of churn even before the customer has made a decision. You no longer have to deal with data as a dead weight; you can act on it proactively.  
“AI enables the transition from somewhat cold and static data-driven marketing to context- aware marketing: an approach that truly understands each customer’s life stage, needs, and frustrations at the right mom.”

Why is the pragmatic, embedded approach to AI changing the daily lives of marketers? 

Most publishers on the market sell you AI as an external module, a kind of separate “brain” that is added alongside the main tool. For marketers, this is a pain, yet another new tool to learn, another new tab to open, and above all, a permanent disruption.  
“At imagino, we made a radical choice: Pragmatic + Embedded AI. AI is directly integrated into your workflow.” 
Why? Because a pragmatic approach is geared towards concrete results and immediate operational gains. Marketers see a drastic reduction in campaign launch time and a significant improvement in engagement performance. It’s the end of technological ping-pong between platforms. You don’t need to become an expert in complex prompts on a third-party tool. Everything is naturally accessible, right where you need it, without leaving your current campaign.  

Let’s take a concrete example: you’re launching a flash campaign. Instead of calling on the creative agency or struggling with a complex editor, you ask the AI to generate the landing page for you. In a matter of seconds, it will provide you with a coherent structure, compelling text, and a design that fits your brand guidelines. And because you remain in control, you can adjust a colour, change a logo, or tweak a title. 

This results in immediate productivity gains, without ever leaving your usual work environment. 

AI: the secret of the zero-copy approach 

The architecture of imagino’s CEP platform is based on “inside the Data Cloud” activation with a zero-copy approach. Admittedly, this is a technical aspect, but it has a huge business impact. Unlike traditional solutions that require you to copy and move your data to their own storage environments, our AI benefits from native integration. It works directly in your existing data environment (Snowflake, BigQuery, Databricks, etc.). This  allows the AI to work directly on your source of truth, without ever moving or duplicating the data.  

So what, you might say? That’s the difference between a smooth customer experience and an embarrassing mistake. If a customer has just bought a product in-store five minutes ago, or if they have just opened a tense dispute with customer service, the AI knows immediately. It won’t push an annoying promotion that would fall completely flat.  
“With a zero-copy architecture and direct activation in your cloud, you are finally connected to the living reality of your customers, not a yellowed photo from three days ago.”  
Another indirect benefit of this zero-copy approach is the absolute relief it provides for DPOs (Data Protection Officers). Since data is never duplicated, moved, or stored on unknown third-party servers, you retain complete control over the governance of your information. No leaks, no risky duplicates, just maximum security and perfect GDPR compliance.  

Thanks to AI, talk business, not tech 

The biggest obstacle to data usage remains the language barrier. If, as a marketer, you don’t understand what the technical field “TBL_USR_ID_VAL” means, you can’t use it. With imagino, you no longer have to deal with abstract database tables; you talk about concepts that make sense for your business: “loyal customers,” “small buyers,” “ambassadors,” or “VIPs.” And it’s AI that transparently translates your marketing objectives into complex technical queries. This finally makes you independent of IT for everyday tasks. You can query your data and create your segments yourself, without the need for a translator or SQL expert at your side. 

Humans in control: integrating AI while retaining control. 

We are often asked whether AI will eventually end up deciding everything for us. For us, the answer is a resounding no: humans must remain in the driver’s seat.
“Imagine a kitchen brigade. AI represents the commis chefs. They do all the preparatory work: they peel the data, prepare the segments, test the best combinations… but in the end, it’s the chef who decides on the menu, adjusts the seasoning according to their experience, and approves the final presentation of the dish.” 
AI is here to help, taking over the boring and tiring parts of production so you can focus on the fun stuff. But it’s your expert eye, your knowledge of the brand, and your empathy for the customer that make the difference. This is the “Human in the loop” approach – combining the raw computing power of AI with human discernment and creative intuition. 

AI that empowers marketers 

Say goodbye to IT tickets that sit on a desk for three days for a simple count or segment extraction. Now you hold the keys! You test your ideas in real time, adjust your targets in three clicks, and launch your campaigns when the opportunity arises, not when the technical schedule allows. You regain control of your marketing calendar. 

The result – no more messages that arrive after the battle is over or that miss the mark completely. Your campaigns are based on what the customer is doing (or not doing) now, not on behaviour from last month. This live responsiveness radically transforms how your messages are received: they are no longer perceived as noise, but as a useful and personalised service. 
“imagino’s embedded AI transforms your data into ultra- personalised marketing actions, with the assurance of total autonomy for marketers, without ever letting them lose control.”