What AI Gets wrong about media planning and where the real opportunity lies.

Inspired by insights recently shared by Kelly McGowan in LBB Online.

Article Summary:

AI in advertising is a planning accelerator, not a replacement for strategy.
Creative and media are most effective when planned together.
Competitive advantage increasingly comes from human judgment, not platform automation.

"For years, media was treated like a 'side of fries' – something tacked onto the end of a pitch with 15 minutes left on the clock. Today, media is the main dish." -Kelly McGowan, EVP, Head of Planning at MissionOne Media

Recently, our own Kelly McGowan, EVP and Head of Planning at BarkleyOKRP’s MissionOne Media, shared her perspective with Little Black Book (LBB) on how the agency landscape is navigating rapid transformation, fractured consumer attention, and the evolving role of automation.

Yet, as the industry charges headfirst into generative tools, McGowan warns that treating AI in media planning as a substitute for human intuition risks strategic disaster.

Here is why automated optimization cannot replace a comprehensive media planning strategy—and how BarkleyOKRP approaches it differently.

1. The Real strategic frontier for AI in media planning

The media industry didn’t just wake up to machine learning when LLMs showed up. We’ve been living it for years. Bringing Adlucent into our fold in 2024 meant integrating teams that spent well over a decade refining algorithmic delivery, smart bidding, and dynamic allocation long before they became buzzwords.

Yet having that deep foundation makes the industry's latest misstep especially glaring: too many agencies now mistake sheer efficiency for genuine strategic differentiation.

"The danger now is that the industry is treating AI as a replacement for critical thinking rather than an operational lever... If everyone’s using the same machine, every plan looks the same." — Kelly McGowan, EVP, Head of Planning at MissionOne Media

When media teams let platform algorithms dictate allocations unchecked, campaigns drift toward the lowest-common-denominator inventory. Everyone buys the same micro-moments at the same automated clearing prices, driving up acquisition costs while eroding brand distinction.

Uncovering intelligence gaps, not generating generic outputs.

The transformative value of artificial intelligence does not lie in generating boilerplate channel recommendations or synthetic ad copy. Its true potential sits in diagnostics: rapidly scanning multi-channel ecosystems to surface blind spots, overlap, and hidden friction points.

Instead of relying on platform algorithms for standard media optimization, high-performing media planners use AI to answer critical investment questions:

Where are our channel investments cannibalizing each other rather than driving incremental reach?
Which audience segments are currently oversaturated across programmatic channels while high-intent affinity groups remain untouched?
Where do media spend metrics detach from true downstream business outcomes, such as qualified leads or long-term customer lifetime value?

By offloading synthesis to machine learning, strategists gain the bandwidth required to design non-obvious, high-conviction investment models that platforms cannot generate on their own.

2. The recoupling imperative: Why siloed media has reached its ceiling.

Over the past two decades, holding companies fractured the advertising process by separating media agencies from creative shops. This decoupling treated creative assets and distribution pipes as independent commodities traded on separate balance sheets.

The structural flaw in that model is now impossible to ignore.

"Media is critical, but it is not the whole picture. Bringing creative and media back under one roof allows us to build strategies where message and placement fuel each other, rather than act as isolated inputs." — Kelly McGowan, EVP, Head of Planning at MissionOne Media

The data reinforces this shift: media and creative integration account for 60.1% of the business impact delivered by advertising, fundamentally redefining what drives true advertising effectiveness.

Yet when these functions operate in disconnected silos, that potential evaporates—media planners default to chasing cheap inventory, while creative teams build assets completely detached from distribution realities.

Placement informs format: Media data uncovers the precise platform environments where consumers engage, dictating aspect ratios, pacing, and hooks.
Format amplifies message: Creative concepts are designed from inception to exploit the unique technical and cultural behaviors of each channel.
Unified metrics: Teams evaluate shared business outcomes rather than isolated proxy metrics (e.g., creative awards vs. lowest effective CPM).

This unified operational model removes the friction of handoffs, ensuring campaign architecture operates as a cohesive growth engine.

3. Navigating the attention economy and disposable feeds.

Getting someone's attention today is tough, but driving real brand impact comes down to how you actually hold it. Feeds are designed to be scrolled past in a heartbeat, and the data is clear: total attention time is still the biggest driver of brand lift—as long as you aren't slicing it too thin to matter.

Counting split-second glances as genuine impressions just doesn't line up with how people actually pay attention. Joint research from Lumen and Brand Metrics shows that micro-impressions barely register, while putting all your chips on a single, long exposure is rarely cost-effective.

The sweet spot sits right in the middle: multiple impressions lasting at least one second each, stacking up to 2 to 5 seconds of aggregate attention.

In a world full of disposable impressions, building lasting brand equity means ditching vanity reach. It’s about planning for smart frequency—earning enough quality seconds across digital feeds and commanding physical spaces to turn quick glances into real impact.

Out-of-Home: The original short-form powerhouse.

That need for unmissable, cumulative frequency is exactly why Out-of-Home (OOH) media remains uniquely resilient while digital feeds struggle with fleeting views.

"OOH is the original short-form content. If you can’t make your message land in under six seconds, you’re overthinking it." — Kelly McGowan, EVP, Head of Planning at MissionOne Media

Because high-impact physical placements can't be skipped, ad-blocked, or swiped away in a fraction of a second, they excel at turning short bursts of attention into compounded recall. The frequency curve proves it: seeing an OOH ad just once delivers a 9% level of spontaneous recall, but scale that to five exposures and spontaneous recall surges to 56%.

By anchoring campaigns in a shared physical environment, OOH delivers the high-visibility grounding and deliberate repetition that disposable social impressions simply cannot achieve on their own.

The BarkleyOKRP framework: Engineering media for business impact.

Translating these strategic imperatives into measurable client growth requires a structured planning discipline. Rather than running media as an isolated delivery pipe, BarkleyOKRP applies an integrated media planning methodology focused on long-term client outcomes:

Business-first problem architecture: Every dollar begins by defining the core business challenge—such as patient-provider conversion funnels or customer acquisition efficiency—rather than an arbitrary channel allocation.
AI-enabled intelligence auditing: Machine learning diagnostics map cross-platform overlaps and identify market segments ignored by standardized bidding algorithms.
Harmonized creative & media execution: Media planners and creative directors design concepts simultaneously, pairing bespoke contextual hooks with high-attention environments.
Rigorous media accountability: Rooted in early-career accountability principles, media spend is tracked against verifiable business results, steering clear of vanity impressions.

Putting the framework into practice.

"The most satisfying projects are the ones that ask us to solve a real business problem, where we can build a true partnership and modernise how a client’s investment works. What makes it stimulating is the sheer variety.

For a medical device client like Inspire Sleep, it means building an ecosystem that connects patients and providers to drive referrals and implants for life-saving OSA implants. For PetSmart, it’s about precision and cultural nuance – getting hyper-specific with personalisation so we’re serving up the right cat food to 'cat daddies'. Solving real business problems isn't a blanket formula; it’s about understanding the full array of human behavior." — Kelly McGowan, EVP, Head of Planning at MissionOne Media

Moving beyond algorithmic conformity.

AI is rapidly democratizing media execution. As automation reduces operational advantages, growth will come from strategic thinking, integrated creative and media planning, and the ability to identify opportunities that algorithms alone cannot see.

To explore Kelly McGowan’s full interview on industry leadership, media renaissance, and the creator landscape, read the complete feature on Little Black Book Online.