There is no season in Riyadh quite like winter. There is a calm in the air, a sense that everyone is working toward something that will outlast them.
I was there for a two-day performance review on a luxury residential development within one of the Kingdom’s giga-projects, branded by one of the world’s most recognized off-plan hospitality names.
The boardroom air conditioning was doing its best to recreate the weather outside. On the screen, the marketing dashboard opened the agenda. Around the table were the Head of Brand, the in-house analytics team that owned the media journey tags, the sales team, and the marketing team. Different people, different KPIs, all pointed at the same P&L.
We walked in confident. The media story was strong.
We had reached our custom audience of Ultra High Net Worth Individuals. CPMs were coming in on plan. Cost per qualified lead was on point, and reasonable for the category. The plan had delivered exactly what it promised, on time.
Then the head of sales let the walkthrough finish and asked the only question that mattered.
“So where are our buyers?”
The marketing team went quiet. Not because they didn’t know the answer, but because media-attributed growth was our turf as the agency, and it was ours to defend. Instinct told me to ask a few more questions before offering an answer.
In real estate more than almost any other category, the sales team is the internal client of marketing. Development budgets have to be justified, frequently, which means marketing has to show results, with constant pressure to deliver “sales.”
There were comfortable ways to respond. Defend the CPM. Cite high-end real estate benchmarks. Promise improvements in the next phase. None of them were the honest answer. The honest answer took about thirty seconds, and everyone in the room recognized it before it was fully said.
I asked the people responsible for selling more than SAR 20 billion of residential assets to step back. The person with the appetite and the liquidity to buy a SAR 50 million villa off-plan, without walking the land, without meeting the developer, without a conversation with someone they already trust, is not sitting on a social feed waiting to fill in a lead form.
And if they are on that feed, they are not the one filling it.
The audience was right. Our model was not built for them.
We spent a day rebuilding the commercial system around how the buyer actually behaves. Presence in the editorial environments where they and the people around them form opinions. Content designed for the advisors, family members and networks that sit inside the decision, not only for the buyer at the end of it.
Affinity modeling to sharpen where awareness ran. Private, invitation-only settings to do what a form never could.
A new precision model delivered on different KPIs. We continued to use AI Audiences, but the expectation of media was no longer only “sales attributed from media.” It was how fascinated and excited the “existing contacts” from our client’s CRM and the brand’s audience list were.
The media attribution to sales was no longer linear. But the marketing and media investment together were delivering better results on the overall cost per sale.
The project sold out before we reached the campaign end date.
As a growth advisor to the CMO, metrics were revisited from ROAS to ROI.
It was no longer a media conversation. It was a business growth mandate.
Take that boardroom to almost any agency, media platform or data provider and the answers on offer are broadly the same. Bigger identity graphs. More sophisticated clean rooms. AI at activation. Synthetic audiences for whatever the graphs cannot see.
They all sound like precision. It is worth being honest about what each of them actually is, and what has just happened to them.
Identity graphs such as Epsilon (including Lotame), Acxiom, LiveRamp, and InfoSum – resolve, enrich and connect audiences across data sources. They are the plumbing of addressability. And in the last eighteen months, that plumbing has moved from independent to holding-group-owned. In March 2025, Publicis acquired Lotame and folded it into Epsilon. Weeks later, WPP acquired InfoSum and folded it into GroupM. In November 2025, Acxiom transferred to the combined Omnicom through the IPG merger. In May this year, Publicis announced its acquisition of LiveRamp at an enterprise value of roughly $2.2 billion, expected to close before year-end. Three of the four biggest holding groups now own the identity infrastructure they plan and buy media on.
The architectures inside that consolidation differ. Most identity graphs enrich your audience from the outside and you rent access. LiveRamp works the other way: clean rooms and an interoperable identity spine that let a brand connect its own data without surrendering it. Publicis framed the deal around data co-creation, clients generating proprietary audience assets of their own. A $2.2 billion bet that the durable asset is the one the brand owns.
The activation platforms are traveling the same road from the other side. In October 2025, Meta deprecated its legacy campaign APIs and routed all sales, leads and app campaigns through a unified Advantage+ structure. Under Meta’s own labeling, location, minimum age and Special Ad Category exclusions are the only inputs the system treats as constraints. Custom audiences, lookalikes and interests, the levers a media planner still discusses in the room, are labeled “audience suggestions” the AI is free to expand beyond. Google’s Performance Max sits on the same architecture, wearing different branding. The AI decides who sees the ad, using signals the advertiser cannot audit and does not own.
Synthetic audiences, models trained on behavioral signals, sit alongside both to fill the gaps where identified data thins out. They are genuinely useful for testing creative and channel hypotheses at scale. Applied to a global UHNW population of roughly 557,000 individuals who guard their privacy and leave a thin digital trail, the training data is thin, private and non-representative. Synthetic audiences built on thin data produce confident fictions.
When you understand that stack together, the implications for the brand side of the table sharpen. When the group that plans and buys media also owns the identity infrastructure that defines your audience, the question a brand asks has to change. Not whether the infrastructure is capable, it clearly is. What the operating agreement says about ownership: whose asset is the audience model, who can audit it, and what happens to it when the relationship changes. Governance is where neutrality will be won or lost, and the brands that negotiate it deliberately will get the best of both, institutional-grade infrastructure and intelligence that stays their own.
When the audience learning is trained on someone else’s graph, activated through their pipes and reconciled against their identifier, switching partners does not move the learning. It stays. Not with you. Every campaign has been paying a tuition fee, and the tuition has been going into someone else’s model. A co-creation architecture, properly governed, is designed to reverse exactly that.
When the activation platform treats advertiser inputs as suggestions, “precision” starts to describe a system optimizing for outcomes the brand cannot fully see, using signals the brand does not own, inside boundaries the brand does not set.
None of this is a critique of any single group. Vertical integration of the data layer is a rational response to the agentic era. Agents are only as useful as the data they can reach, and consolidation builds that reach. The critique lands squarely on the brand side. If everything intelligent about your audience lives in someone else’s stack, the intelligent part of your marketing is not yours.
The brands building durable advantage in the GCC ultra-premium category are making three shifts. None of them are technology decisions. They are ownership decisions.
They treat first-party data as a connected signal layer. A CRM full of names and email addresses is not firstparty data. The real asset is the connected record of how a customer behaves across the touchpoints the brand controls, events, private viewings, referral networks, concierge interactions, direct conversations. That data can teach a model something true, and it belongs to the brand no matter which platforms come and go around it.
They design for consideration. In high-value decisions, the form is a confirmation mechanism. The decision was made earlier, in rooms and relationships the media budget never reached. The marketing system’s job is to be present and credible along that earlier journey through content, environments and relationships the brand owns.
They use AI upstream, in planning, to build and stress-test a richer hypothesis about the decision itself, who influences it, where credibility is formed, which environments matter, and what sequence of experiences should precede activation. Then they brief the activation platforms with intelligence the brand already owns rather than asking them to invent it.
That is where precision actually lives. In the accuracy of the model of how the decision gets made, and in the ownership of the signals that inform it.
The holding groups have been busy acquiring infrastructure. Multi-billion transactions for identity, clean rooms, collaboration. Whatever else it is, it is a coherent read of where the agentic era is heading. What they cannot acquire is the brand’s own connected understanding of its customer, if the brand has built it. That is the one asset worth building deliberately.
Five moves worth making before you consider AI-powered audience for planning or activation:
– Move AI upstream. Use it before the brief is priced, to map the full decision network: advisors, family offices, private bankers, brokers, affinity communities. The audience hypothesis should be stress-tested against your own data before a single riyal of media is committed. If AI only enters at activation, you are asking the platform to do your thinking.
– Audit every data partnership on exit terms. Know what audience knowledge you contribute, what you take, and what stays behind when the contract ends. If the answer is “everything learned,” you are funding someone else’s model.
– Negotiate governance before you sign. When identity infrastructure and media planning sit inside the same holding group, the contract should specify who owns the audience model, who can audit the optimization logic, and what data travels with you if the relationship ends.
– Measure consideration, not just conversion. In high-value categories the form confirms a decision made elsewhere. Track presence, credibility and share of conversation where that decision actually forms. If your dashboard only counts clicks and leads, you are measuring the receipt, not the sale.
The businesses that will own the next decade of GCC luxury are already building this: connected knowledge of the customer, owned by the brand, in a form no consolidation cycle can price.