At A Glance
Agentic AI is entering media planning before many teams have defined what it should control or where human judgment belongs. Learn how trusted identity, current data, governance, and independent measurement help prevent systems that execute decisions from scaling the wrong ones.Key takeaways:
- Treat agentic AI as a coordinated decision framework and define what it can control before it begins acting.
- Feed it accurate, current, and governed inputs to reduce the risk of automating decisions based on incomplete identity or stale signals.
- Keep measurement structurally separate from buying logic so performance can be assessed objectively.
- Experian’s Offline Graph, Digital Graph, Marketing Data, and independent outcomes measurement provide foundations for more defensible automated decisions.
Originally published in The Current
Agentic media planning has gone from emerging idea to assumed industry direction in a single cycle. The instinct to move fast on new technology makes sense. When a whole industry agrees on something quickly, though, the definitions, limits, and trade-offs that matter most tend to get skipped, and “agentic AI” still means very different things to different teams. Organizations building toward it without a shared definition, risk creating incompatible systems under the same label. There’s foundational work to do before automation takes the wheel.
What does agentic AI mean in media?
Much of the current enthusiasm around agentic AI conflates the technology with a specific tool. In many conversations, “agentic” has become shorthand for highly autonomous generative AI, as though large language models (LLMs) were the entire system rather than one component within it.
That framing understates what agentic systems are. Agentic systems are decision frameworks, not models. They coordinate predictive models, generative tools, and non-AI logic to move from signal to recommendation to action.
This pattern already exists outside media. Starbucks’ “Deep Brew” connects real-time purchase signals with personalized offers while informing what products stores stock and promote. The system coordinates customer demand with operational decisions across the business. Layering prompt engineering onto an LLM is a different thing entirely.
Without a shared definition of what “agentic” means for your organization, teams risk optimizing different visions of the same idea:
All may qualify as agentic, but without a shared definition, you can’t build toward the same goal. That’s why defining the problem statement comes first, not last.
Why do acting systems raise the stakes?
Here’s what sets agentic systems apart from earlier waves of automation: they don’t just inform decisions; they execute them. Programmatic has always operated within guardrails, executing and optimizing based on defined parameters. Agentic systems work more like navigation. They determine direction and weigh trade-offs against a wider set of context. When an agent reallocates budget mid-flight, suppresses an audience segment, or swaps creative, the quality of the identity and business logic behind that decision determines the outcome.
Here’s what sets agentic systems apart from earlier waves of automation: they don’t just inform decisions; they execute them.
Apply that framework to media. An agentic system operating on incomplete identity data or stale signals won’t slow down to account for the gap. It optimizes faster in the wrong direction. The coordination layer needs to weigh reach, incrementality, audience fatigue, and margin before it shifts spend, and that requires inputs that are accurate, current, and governed. Accountability and oversight aren’t optional anymore; they need to be built into the design from the start.
Watch our Curated Couch session on agentic media planning
Why should measurement stay separate from buying logic?
As autonomy grows in media systems, a structural problem emerges: the system shouldn’t measure its own performance.
When buying logic and measurement logic live in the same loop, performance numbers can look strong simply because they’re optimized to the system’s own signals. Success stops being defined externally and starts being defined internally. Agentic models trained on this pattern learn from the signals they favor, optimizing toward the outcomes they’re best equipped to observe. Performance looks good inside the system, and reflects a narrower view of what’s actually happening.
Independent measurement gets framed as friction on automation more often than not. In reality, it’s what lets automation to scale responsibly. Incorporating independent measurement signals into agentic decision-making, while maintaining meaningful separation from buying logic, produces an objective view of performance, one that can be compared consistently across systems rather than optimized within a single one. That distinction matters when you need to explain results to a client, stakeholder, or regulator.
AI as coordination layer, not an infrastructure replacement
Nothing here slows down automation. Independent measurement doesn’t add friction to execution but builds confidence in the outcomes those decisions generate. The organizations that will benefit most from agentic media won’t necessarily be the ones that adopt it fastest, but those that take the time to define where trusted autonomy creates measurable value and where human judgment needs to stay in the loop.
Before automation reallocates dollars or reshapes customer journeys, the data model has to hold up under scrutiny.
Trust in data, systems, and decision-making processes becomes the real constraint as agentic systems move from insight to action. That trust doesn’t come from autonomy alone, but it comes from governed data and decisions that can be explained, audited, and defended. Every brand that has operationalized automation at scale has learned the same lesson: before automation reallocates dollars or reshapes customer journeys, the data model has to hold up under scrutiny.
How does Experian help you build a defensible foundation?
Experian’s approach to AI in marketing starts from the same principle: intelligence is only as reliable as the foundation it’s built on.
We have spent decades building and governing data in regulated industries. That experience is what makes our foundation AI-ready: not just technically capable but built to withstand the scrutiny that responsible automation requires.
2026 State of advertising report
Our 2026 State of advertising report brings together perspectives from 14 leaders operating across key parts of the advertising ecosystem to show how shifts in AI, commerce media, healthcare, and more, are taking shape in practice.
Download our 2026 State of advertising report and hear from Scott Bender, Head of Publisher & Platform Partnerships, Newton Research, on how AI in advertising is reshaping planning, activation, and measurement.
The data foundation comes first
Agentic AI will reshape how media is planned and bought. That shift is happening now, and the opportunity is significant. But the advantage belongs to organizations that build on a foundation their systems, partners, and stakeholders can trust. Before automation runs, the inputs must be defensible, identity must be accurate, measurement must be independent, and the problem statement must be clear. Get those things right, and automation becomes more powerful. Skip them, and you’re simply moving faster in the wrong direction.
About the author
Budi Tanzi
SVP, Product, Experian
Budi Tanzi is the Senior Vice President of Product at Experian Marketing Services, overseeing all identity products. Prior to joining Experian, Budi worked at various stakeholders of the ad-tech ecosystem, such as Tapad, Sizmek, and StrikeAd. During his career, he held leadership roles in both Product Management and Solution Engineering. Budi has been living in New York for almost 11 years and enjoys being outdoors as well as sailing around NYC whenever possible.
FAQs
Agentic AI refers to systems that move from signal to recommendation to action with a high degree of autonomy. In media, this means an agent can reallocate budget, adjust audience targeting, or swap creative mid-flight based on real-time signals. Unlike standard programmatic systems that execute within predefined guardrails, agentic systems function more like a navigation layer, coordinating across data inputs, predictive models, and business rules to make directional decisions.
Data quality matters more as media automation becomes more autonomous because autonomous systems don’t slow down to account for bad inputs. If an agentic media system operates on incomplete identity data or stale audience signals, it optimizes faster toward the wrong outcomes. The quality of the identity foundation, the accuracy of audience attributes, and the reliability of measurement inputs all become more consequential, not less, as human oversight is reduced.
Programmatic executes and optimizes within defined parameters whereas agentic systems function at a higher level of abstraction, weighing reach, incrementality, fatigue, and margin before determining where and how to shift spend. Programmatic is the engine. Agentic AI, when built correctly, is the navigation layer that determines direction based on wider context and business objectives.
Measurement should be kept separate from buying logic in agentic systems because when a system measures its own performance, it optimizes toward outcomes it’s best equipped to observe. The definition of success becomes internal rather than external, and performance numbers may look strong while reflecting a narrower view of what’s working. Independent measurement, kept meaningfully separate from buying logic, produces results that can be compared across systems and explained to stakeholders without ambiguity.
Experian’s Offline Graph and Digital Graph provide a privacy-first identity foundation covering more than 250 million U.S. consumers and 4.2 billion digital IDs. Experian’s Marketing Data adds more than 5,000 attributes per audience, and Experian’s outcomes measurement keeps performance signals independent from buying logic.
Latest posts
As ever, marketers have to be strategic to reach the right customers. Ensure seasonal messaging reaches the right customers with audience optimization.
With Tapad, part of Experian, technology, AdsWizz AudioMatic is the first Audio buying platform to offer cross-device identity resolution across the U.S. and EMEA NEW YORK and LONDON, July 17, 2019 /PRNewswire/ — Tapad, part of Experian and a global leader in digital identity resolution, today announced a new joint capability with AdsWizz , the leading technology provider for digital audio advertising solutions. The partnership combines Tapad’s digital cross-device technology with AdsWizz’s AudioMatic buying platform, enabling the ability to connect audio ad experiences across screens. AudioMatic, AdsWizz’s audio-centric buying platform, supports programmatic audio buying and entirely new audio ad experiences for listeners. The integration of The Tapad Graph onto its platform enables new opportunities for marketers to reach, engage and measure each interaction with their desired consumers on digital radio and podcasts channels, and across devices. This partnership makes AdsWizz the first audio buying platform to offer this enhanced cross-device identity capability in the US and EMEA markets. “Marketers need privacy-safe digital identity resolution to reach their consumers,” says Tom Rolph, VP of EMEA at Tapad. “With audio becoming an increasingly powerful medium for engagement, it’s important that our technology extends to this channel, which is why we are excited to announce our integration with AdsWizz’s AudioMatic platform.” Digital audio is experiencing high growth, with 84% of advertisers and agencies saying it will play a bigger role in their media plans in the future. Today, 60% of digital audio is consumed via a mobile device.* The Tapad Graph is the largest digital identity resolution graph with differentiated global scale. The partnership enables audio advertisers to leverage The Tapad Graph for enhanced attribution, analytics, and targeting. Alexis van der Wyer, CEO at AdsWizz, added, “Digital audio is increasingly becoming ubiquitous in our media consumption and in our daily digital interactions, and because of that, audio advertising offers tremendous opportunity to personally interact with consumers in every moment of their daily lives. By integrating with Tapad, we enable our advertising partners to increase the effectiveness and the relevance of their marketing messages across audio channels.” To learn more about Tapad and our digital identity resolution products, visit our identity solutions page. *Digital Audio Exchange, “The Rise of Digital Audio Advertising,” https://thisisdax.com/wp-content/uploads/2019/07/DAX-Whitepaper.pdf About Tapad Tapad, Inc. is a global leader in digital identity resolution. The Tapad Graph, and its related solutions, provide a transparent, privacy-safe approach connecting brands to consumers through their devices globally. Our one-of-a-kind Graph Select offering enables marketers the flexibility and freedom of choice to correlate devices to varied objectives, driving campaign effectiveness and business results. Tapad is recognized across the industry for its product innovation, workplace culture and talent, and has earned numerous awards including One World Identity’s 2019 Top 100 Influencers in Identity Award. Headquartered in New York, Tapad also has offices in Chicago, London, Oslo, Singapore and Tokyo. About AdsWizz: AdsWizz has created the end-to-end technology platform that is powering the digital audio advertising ecosystem. AdsWizz powers well-known music platforms, podcasts and broadcasting groups worldwide with a comprehensive digital audio software suite of solutions that connect audio publishers to the advertising community. From dynamic ad insertion to advanced programmatic platforms to innovative new audio formats, AdsWizz efficiently connects buyers and sellers in digital audio. AdsWizz is headquartered in San Mateo, California, with an IT Development hub in Bucharest, Romania, and presence in 39 markets around the world. About AudioMatic: AdsWizz Demand Side, audio-centric DSP and audio buying platform, AudioMatic, enables programmatic audio buying and entirely new audio ad experiences that are proven to be more engaging and more effective, and have delivered measurable results for agencies and their brands all over the world. All the biggest ad agencies have used our programmatic trading platform, including Omnicom, GroupM, Havas, Publicis, Mobext, and more. Contact us today
Sixty-Nine Percent Organic Sales Growth Spurred by Expanded Business and Continued Investment in The Tapad Graph™ NEW YORK, May 7, 2019 /PRNewswire/ — Tapad, a part of Experian, a global leader in digital identity resolution, today announced a record start to the year, following its highest earning year in the company’s history. Since January, Tapad has experienced a 69 percent organic increase in global revenue; with strategic investments in talent, continued high retention rates, and an expanded range of clients across global markets. Globally, Tapad increased its client base across multiple categories and verticals, catering to agencies, brands, telecoms, and data providers. The Tapad Graph™’s varied use cases and differentiated global scale have been instrumental to the company’s overall success to-date. With an ongoing investment in product, and expected feature releases slated for 2019, the company anticipates these accomplishments to continue. “Since the inception of our business, Tapad has heavily focused on enabling marketers to boost the performance of their campaigns with the help of our advanced digital identity resolution technologies,” said Sigvart Voss Eriksen, CEO at Tapad. “While we continue to grow, creating privacy-safe solutions that solve marketers evolving needs remains integral to our evolution. As pioneers in cross-device, we’re constantly innovating and pushing ourselves to be at the forefront of industry change. Our leadership in the space is recognized across the industry, as is evident by our current success.” In addition to partner expansions, Tapad also invested in new talent. In February, Tapad announced Ajit Thupil as the company’s first Senior Vice President of Identity, deepening the company’s commitment to creating ground-breaking digital identity resolution products for brands, agencies and platforms. Tapad’s investment in talent has been recognized by One World Identity’s 2019 Top 100 Influencers in Identity Award and by ClickZ’s 2019 Marketing Technology Awards. To learn more about Tapad and our digital identity resolution products, visit Experian.com Open job opportunities across the globe can be found on Tapad’s career page here: https://www.experian.com/careers/ About Tapad Tapad, Inc. is a global leader in digital identity resolution. The Tapad Graph™, and related solutions, provide a privacy-safe approach to connecting device identifiers to brand and marketer data, thereby allowing marketers around the world to maximize campaign effectiveness. Tapad is recognized across the industry for its innovation, growth and workplace culture, and has earned numerous awards, including the TMCnet Tech Culture Award. Based in New York, Tapad also has offices in Chicago, London, Oslo, Singapore and Tokyo, and is a wholly owned subsidiary of Telenor Group. Contact us today