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Data Center News > Blog > AI > Marketing agencies using AI in workflows serve more clients
AI

Marketing agencies using AI in workflows serve more clients

Last updated: December 19, 2025 11:44 pm
Published December 19, 2025
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Marketing agencies using AI in workflows serve more clients
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Of all the numerous industries, it’s advertising the place AI is not an “innovation lab” aspect venture however embedded in briefs, manufacturing pipelines, approvals, and media optimisation. A WPP iQ submit printed in December, based mostly on a webinar with WPP and Stability AI, reveals what AI deployment in every day operations appears to be like like.

Right here, we’re speaking a few deal with the sensible constraints that decide whether or not AI adjustments every day work or merely provides one other layer of complexity or tooling.

Model accuracy a repeatable functionality

Advertising companies’ AI treats model accuracy as one thing to be engineered. WPP and Stability AI notice that off-the-shelf fashions “don’t come skilled in your model’s visible identification”, so outputs can often look generic. The businesses’ treatment is fine-tuning, that’s, coaching fashions on brand-specific datasets so the mannequin learns the model playbook, together with model, look, and hues. Then, these components may be reproduced constantly.

WPP’s Argos is a major instance. After fine-tuning a mannequin for the retailer, the group described how the mannequin picked up particulars past the characters, together with lighting and refined shadows used within the model’s 3D animations. Reproducing these finer particulars may be the place time disappears in manufacturing, within the type of re-rendering and a number of other rounds of approvals. When AI outputs begin nearer to “completed”, groups spend much less time correcting and extra time shaping narratives and adapting media for various channels.

Cycle time collapses (and calendars change)

WPP and Stability AI level out that conventional 3D animation may be too sluggish for reactive advertising. In any case, cultural moments demand instant content material, not cycles outlined in weeks or months. In its Argos case research, WPP skilled customized fashions on two 3D toy characters so the fashions discovered how they appear and behave, together with particulars reminiscent of proportions and the way characters maintain objects.

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The result was “high-quality photographs…generated in minutes as an alternative of months”.

The accelerated workflow strikes quite than removes manufacturing bottlenecks. If producing variations turns into quick, then assessment, compliance, rights administration and distribution, develop into the constraints. These points had been all the time there, however the pace and effectivity of AI on this context reveals the distinction between what’s potential, and techniques which have develop into embedded and accepted into workflows. Businesses that need AI to vary every day operations have to revamp the workflow round it, not simply add the know-how as a brand new device.

The “AI entrance finish” turns into important

WPP and Stability AI name out a “UI drawback”, wherecreative groups lose time interfaces to widespread instruments are “disconnected, advanced and complicated”, forcing workarounds and fixed asset motion between instruments. Usually, responses are bespoke, brand-specific entrance ends with advanced workflows within the again finish..

WPP positions WPP Open as a platform that encodes WPP’s proprietary data into “globally accessible AI brokers”, which helps groups plan, produce, create media, and promote. Operational features come from cleaner handoffs between instruments, as work strikes from briefs into manufacturing, property into activation, and efficiency alerts again into planning.

Self-serve functionality adjustments company operations

AI-powered advertising platforms are additionally turning into client-facing. Operationally, that pushes companies to focus on the elements of the workflow their purchasers can’t self-serve simply, like designing the model system, constructing fine-tunings, and guaranteeing governance is embedded.

Governance strikes from coverage to workflow

For AI for use every day, governance must be embedded the place work occurs. Dentsu describes constructing “walled gardens”, that are digital areas the place staff can prototype and develop AI-enabled options securely, and commercialise the best ideas. This reduces the chance of delicate knowledge publicity and lets experiments transfer into manufacturing techniques.

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Planning and perception compress too

The operational influence will not be restricted to manufacturing. Publicis Sapient describes AI-powered content material technique and planning that “transforms months of analysis into minutes of perception” by combining massive language fashions with contextual knowledge and prompt libraries [PDF]. Analysis and temporary growth compress work schedules, so extra shopper work can occur and the company has quicker responses to shifting tradition and platform algorithms.

What adjustments for individuals

Throughout these examples, the influence on advertising professionals is considered one of rebalancing and shifting job descriptions. Much less time goes on mechanical drafting, resizing, and versioning, and extra time goes on model stewardship. New operational roles increase, with titles like– mannequin coach, workflow designer, and AI governance lead.

AI makes the most important operational distinction when companies use customised fashions, usable entrance ends that make adoption (particularly by purchasers) frictionless, and built-in platforms that join planning, manufacturing, and execution.

The headline profit is pace and scale, however the deeper change is that advertising supply begins to resemble a software-enabled provide chain, standardised, versatile the place it must be, and measurable.

(Picture supply: “Photo voltaic Wind Workhorse Marks 20 Years of Science Discoveries” by NASA Goddard Photograph and Video is licensed underneath CC BY 2.0.)

 

Need to study extra about AI and large knowledge from business leaders? Take a look at AI & Big Data Expo going down in Amsterdam, California, and London. The excellent occasion is a part of TechEx and co-located with different main know-how occasions. Click on here for extra data.

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AI Information is powered by TechForge Media. Discover different upcoming enterprise know-how occasions and webinars here.

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TAGGED: agencies, Clients, marketing, serve, workflows
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