At A Glance
AI learns what your data teaches in 2025, "good data" in AI means accurate, current, consented, and easy to connect, or your models lose relevance and your investments underperform. Experian is leading this next era of responsible data where trust, transparency, and innovation come together to make marketing more human, not less.What makes data “good” in the age of AI?
In AI-driven marketing, data quality now defines success. “Good data” in AI isn’t about volume; it’s about the balance of accuracy, freshness, consent, and interoperability. As algorithms guide decisions, they must learn from data that’s both accurate and ethical.
At Experian, we believe good data must meet four conditions:
This is the data AI can trust and the data that keeps marketing relevant, predictive, and privacy-first.
Why does data accuracy matter more than ever?
AI models are only as intelligent as their inputs. Incomplete or inconsistent data leads to bad predictions and wasted spend. As the industry moves toward agentic advertising, where autonomous systems handle campaign buying and optimization, data accuracy becomes even more critical. If your ad server or audience data is flawed, these new AI agents will simply automate bad decisions faster.
Experian applies rigorous quality filters and conflict resolution rules to ensure our data is both deterministic and accurate. Deterministic signals alone don’t guarantee accuracy; they must be verified, deduplicated, and contextualized. Our identity resolution process anchors every attribute to real people, giving brands and platforms the confidence that every insight stems from truth, not noise.

Our data is ranked #1 in accuracy by Truthset, giving our clients confidence that every decision they make is backed by the industry’s most reliable insights.
Just because it is deterministic, doesn’t mean it’s highly accurate. You still need to refine and validate your data to make sure it tells a consistent story. You need to anchor your data around real people.
Why does AI need fresh data?
Outdated data can’t predict tomorrow’s behavior. AI thrives on recency.
At Experian, our audiences are refreshed continuously to mirror real-world signals, from purchase intent to media habits, so every campaign reflects what’s happening now, not six months ago.
And we don’t just advocate for fresh data, we rely on it ourselves. Our own AI-powered models, used across our audience and identity platforms, are continuously retrained on the most current, consented signals. This allows us to see firsthand how freshness drives better accuracy, faster optimization cycles, and more relevant outcomes.
But freshness alone isn’t enough. With predictive insights, our models go beyond describing the past. They forecast behaviors, fill gaps with inferred attributes, and recommend next-best audiences, helping you anticipate opportunity before it happens.
Fresh and predictive data means you’re reaching people in the moment that matters and shaping what comes next. With AI, that’s what defines performance.
How do consent and governance build trust in AI?
Responsible AI starts with responsible data. With 20 U.S. states now enforcing privacy laws, data compliance isn’t optional, it’s operational.
At Experian, privacy and compliance are built in. Every data signal, attribute, audience, and partner goes through our rigorous review process to meet federal, state, and local consumer privacy laws. With decades of experience in highly regulated industries, we’ve built processes that emphasize risk mitigation, transparency, and accountability.

Governance isn’t just about regulation, it’s also about innovation done right. We drive transparent and responsible innovation through safe, modular experimentation, from generative applications to agentic workflows. By balancing bold ideas with ethical guardrails and staying ahead of evolving legislation, we ensure our innovations protect consumers, brands, and the broader ecosystem while moving the industry forward responsibly.
Compliance and governance aren’t just boxes to check; they’re the foundation that gives AI its license to operate.
How does interoperability enable AI’s full potential?
AI delivers its best insights when data connects seamlessly across fragmented environments. Our signal-agnostic identity spine allows data to move securely between platforms (connected TV, retail media networks, and demand-side platforms) without losing context or compliance.

Interoperability isn’t just about moving data between systems; it’s about connecting insights across them. When signals connect across environments, AI gains a more complete view of the customer journey revealing true behavior patterns, intent signals, and cross-channel impact that would otherwise remain hidden.
This unified perspective allows AI to connect insights in real time, improving predictions, performance, and personalization while protecting privacy.
Where do AI and human oversight meet?
AI can make marketing more predictive, but people make it meaningful. At Experian, our technology brings identity, insight, and generative intelligence together so brands, agencies, and platforms can reach the right people with relevance, respect, and simplicity.

Our AI-powered models surface connections, recommend audiences, and uncover insights that would take humans months to find. But our experts shape the process, crafting the right inputs, ensuring data quality, reviewing model outputs, and refining recommendations based on industry knowledge and client goals. It’s this partnership between advanced AI and experienced people that turns predictions into actionable, trustworthy solutions.
What “good data” looks like in action
“Good data” becomes most powerful when it’s put to work. At Experian, our marketing data and identity solutions help brands and their partners connect accurate, consented, and interoperable data across the ecosystem, turning insight into measurable outcomes.
When Windstar Cruises and their agency partner MMGY set out to connect digital media spend to real-world bookings, they turned to Experian’s marketing data and identity solutions to close the attribution loop. By deploying pixels across digital placements and using Experian’s identity graph to connect ad exposure data with reservation records, we created a closed-loop attribution system that revealed the full traveler journey, from impression to confirmed booking.
The results were clear: 6,500+ bookings directly tied to digital campaigns, representing more than $20 million in revenue, with a 13:1 ROAS and $236 average cost per booking. Attributed audiences booked $500 higher on average, and MMGY’s Terminal audience segments powered by Experian data achieved a 28:1 ROAS.
This collaboration shows that responsible, high-quality data and AI-driven insights don’t just tell a better story; they deliver measurable business performance.
Why the future of AI depends on “good” data
The next phase of AI-driven marketing won’t be defined by who has the most data, but by who has the best. Leaders will:
AI success starts with good data. And good data starts with Experian, where accuracy, privacy, and purpose come together to make marketing more human, not less.
Partner with Experian for AI you can trust
FAQs
At Experian, we define “good data” as the balance of accuracy, consent, freshness, and interoperability. We apply rigorous governance, validation, and cleansing across every signal to ensure that AI systems learn from real-time behaviors, not assumptions. This approach turns data into a foundation for reliable, ethical, and high-performing intelligence.
Experian ensures AI-ready data accuracy through advanced cleansing, conflict resolution, and human anchoring. Experian ensures AI models rely on verified, high-quality inputs. Experian’s data is ranked #1 in accuracy by Truthset.
Yes, Experian can help brands stay compliant with privacy laws. Experian’s privacy-first governance framework integrates ongoing audits, legal oversight, and consent management to ensure compliance with all federal, state, and global privacy laws. Compliance isn’t an afterthought; it’s embedded in every step of our data lifecycle.
Experian makes AI more human by pairing innovation with human oversight to ensure AI helps marketers understand people, not just profiles. At Experian, we believe the future of marketing is intelligent, respectful, and human-centered. AI has long been part of how we help brands connect identity, behavior, and context to deliver personalization that balances privacy with performance. Our AI-powered solutions combine predictive insight, real-time intelligence, and responsible automation to make every interaction more relevant and ethical.
Marketers can activate Experian’s high-quality data directly in Experian’s Audience Engine, or on-the-shelf of our platform partners where Experian Audiences are ready to activate. Built on trusted identity data and enhanced with partner insights, it’s where accuracy meets accessibility, helping brands power campaigns with confidence across every channel.
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In this article…Typical paths to programmatic TV ad buying What platforms can your programmatic ads show on?Where to get started with programmatic TV buying How to optimize your bids for smarter ad spend In advertising, it’s crucial to maintain efficiency and cost-effectiveness through every campaign. Whether you’re a seasoned marketer or just starting with programmatic advertising, finding the best deal for programmatic TV ads is essential. In this blog post, you’ll learn about the intricacies of programmatic TV and how you can uncover the best paths, platforms, and strategies to maximize your advertising budget. Typical paths to programmatic TV ad buying Programmatic advertising has revolutionized how businesses reach their target audience on television and has become an increasingly popular marketing approach. So far, in 2023, 87% of connected TV (CTV) ads have been bought using programmatic methods. That percentage is expected to continue rising as more advertisers take advantage of this buying method. To find the best deal for cheap programmatic TV, it’s essential to understand the typical paths to programmatic media buying: direct deals and programmatic auctions. Direct deals One common route for programmatic ad buying is direct deals with publishers and broadcasters. This approach gives you more control over your ad placements, allowing you to negotiate pricing and secure prime time slots. However, this method can be expensive as premium placements often have a premium price tag. Programmatic auctions Another option is programmatic auctions, where advertisers bid on available ad inventory in real time. These auctions can be public or private, each with its own benefits. Public auction Public auctions are the primary marketplace for cheap programmatic TV ad buying, and advertisers compete in real-time for available ad slots. This option can be cost-effective if you are strategic with bidding. However, it can be highly competitive, which could drive up prices. Private auction A private auction provides a more controlled bidding environment. These auctions offer access to premium inventory and the ability to negotiate directly with publishers and broadcasters. Prices are typically higher at private auctions, but they can lead to more exclusive, high-quality ad placements to better reach your target audiences. Auction vs. direct The auction vs. direct debate is crucial for finding the best deal in programmatic TV advertising. Direct programmatic ad buying involves establishing personal relationships with publishers and broadcasters. This approach offers more control over ad placements, creates the potential for long-term partnerships and premium positions, and allows for more negotiation power on pricing. On the other hand, the auction route relies on real-time programmatic auctions that give advertisers more efficiency, dynamic pricing through competitive bidding, and access to diverse ad inventory. This approach also allows better data-driven decision-making to help advertisers with precise targeting and optimization. What platforms can your programmatic ads show on? Programmatic ads are limited to traditional television. You can use various platforms to broaden your audience reach, including blogs, lifestreams, and more. Multiple platform options also let advertisers search around for cheap programmatic ad buys. Some popular platforms include: Display and video YouTube videos Custom publisher formats Audio ads Unexpected platforms where you can buy programmatic TV ads Some unexpected platforms offer unique opportunities to find the best programmatic TV deals. Some of these examples include: YouTube shorts Mobile games Music streaming apps Pinterest TikTok Try local Local (linear) television advertising often flies under the radar, but it can be a goldmine for finding cheap programmatic ad buys. Customize your messages to local audiences by focusing on specific geographic regions. This level of specificity can lead to highly efficient ad campaigns with lower costs compared to national or global placements. Where to get started with programmatic TV buying When it comes to programmatic TV ad buying, you have two main options: using an agency or going directly to the marketplace. Using an agency Advertising agencies have the expertise to navigate the complexities of programmatic TV ad buying. By working with one, you may be able to find better deals and get help negotiating terms and optimizing your campaigns. However, remember that agency fees could take up a large portion of your budget. Going to the marketplace For a more hands-on approach, you can explore programmatic ad buying directly through the marketplace. This approach gives you direct control over your campaigns and the ability to explore different deals and platforms. However, you’ll want to understand programmatic advertising strongly to ensure you make the most of the marketplace. How to optimize your bids for smarter ad spend Finding the best deal doesn’t end with choosing the right options for programmatic buying. You need to focus on smart bidding strategies to optimize your advertising budget. Choose placement based on segmentation Segmentation is vital to maximizing your ad spend. By targeting the specific audience segments most likely to convert, you can make the most of your budget. Platforms often offer options to narrow your audience based on behavior, interests, and demographics. Work with an identity resolution provider Identity resolution is the process of matching online and offline customer data, giving you a comprehensive view of your target audience. By working with an identity resolution provider, you can make informed decisions about where and when to place your programmatic TV ads for the best results. Create an omnichannel view of your campaign To find the best deals on cheap programmatic ads, it’s essential to have an omnichannel view of your advertising campaign. By coordinating your programmatic media with other channels, you can create a seamless and cohesive brand experience for your audience. Get started with programmatic TV today Now that you better understand programmatic TV ad buying, you’re ready to get started. But how can Experian help you make the most of your programmatic advertising efforts? At Experian, we offer a suite of data-driven solutions to enhance your programmatic TV advertising campaigns. Our extensive data and identity resolution capabilities empower you to make informed decisions to improve your targeting capabilities, optimize engagement, and more. By working together, you can unlock the potential of your programmatic TV ads and find the best deals to optimize your advertising budget. Get started today Latest posts

As we approach 2024, marketers must grasp the evolving landscape of digital activation. Understanding emerging audience trends and activation strategies is key to developing impactful marketing initiatives and positioning your brand for success. In Experian's 2024 Digital audience trends and predictions report you'll find: Data-driven insights that will empower you to confidently develop marketing strategies that resonate with your audience and drive meaningful results. Insights from Experian experts and our industry-leading data. Our outlook for 2024 marketing trends. In this blog post, we'll provide a sneak peek of the 2024 marketing trends you can expect in our full report. Digital activation Digital activation grew by 63% between 2022 and 2023. We expect digital activation to increase in 2024 but at a slower rate than in 2023 due to economic uncertainty caused by high-interest rates, recent state privacy regulations, and work stoppages in the entertainment and automotive industries. Top digital audiences Which digital audiences are advertisers purchasing from Experian? We are seeing growth in four major data categories: Automotive, Demographics, Lifestyle and Interests, and Retail Shoppers: Purchase Based audiences. Here are a few audiences within these categories that you can activate on-the-shelf of your preferred platform: Automotive: Autos, Cars, and Trucks > In Market-Make and Models Demographics: Demographics > Homeowners/Renters > Renter Lifestyle and Interests: Lifestyle and Interests (Affinity) > Activities and Entertainment > Wine Lovers Retail Shoppers: Purchase Based: Retail Shoppers: Purchase Based > Food and Drink > Restaurants: Fast Food/QSR Chicken Frequent Spenders Top digital audiences by industry What are the top digital audiences being activated by industry? Download our 2024 Digital audience trends and predictions report to discover the top digital audiences in the following industries: Automotive Health Financial Services Retail & CPG Download our new 2025 Digital trends and predictions report Marketers, agencies, and platforms are facing new challenges as privacy regulations evolve, AI technology advances, and consumer behaviors shift. Our latest report highlights actionable strategies for navigating these changes and improving how you connect with audiences, measure impact, and deliver results. What you'll learn Navigating signal loss: Explore the rise of alternative IDs and contextual targeting as privacy regulations and signal loss reshape data-driven advertising. Connected TV (CTV): Understand the growth of connected TV (CTV), the importance of frequency capping, and strategies for effective audience activation. Omnichannel campaigns: Learn how marketers are moving from channel-specific strategies to audience-led omnichannel campaigns that tell a more cohesive story. Retail media networks: Learn how retail media networks (RMNs) are capitalizing on enriched first-party data to learn more about their customers and reach them across on-site and off-site inventory. Curation: Examine how curation is transforming programmatic campaigns by combining audience, contextual, and supply chain signals to deliver premium inventory packages that maximize addressability, efficiency, and performance. Download now Contact us Latest posts

2023 has been an unprecedented year for AdTech. With new challenges arising every day — from ongoing signal loss to changing consumer privacy regulations– staying on top of trends is more important than ever before. To help you stay informed on successful tactics from across our ecosystem we’ve compiled a list of our top five 2023 AdTech blog posts. Keep reading to learn about the top themes from CES and Cannes this year, why contextual targeting is so popular, and more – so you can remain competitive in today's rapidly changing environment. #5 CES 2023: Clean rooms, activation, and more Experian attended CES in January to kick off the AdTech year, connecting with partners, clients, and industry leaders to understand their challenges and goals. Discussions were focused on clean rooms and digital activation to address data deprecation and consumer privacy. Clean rooms have the potential to standardize data and address interoperability issues. Digital activation was predicted to increase significantly in 2023, with more focus on demand-side, video, and supply-side platforms. Did digital activation increase in 2023? Download our 2024 Digital audience trends and predictions report to find out. Read our full 2023 CES recap here. #4 Experian identity resolution now available in AWS Clean Rooms Earlier this year, Experian announced that our identity resolution solution is now available in AWS Clean Rooms. Through this new partnership, customers can pair Experian's identity capabilities with AWS Clean Rooms to safely collaborate and access deeper insights without exposing sensitive data. Check out the full announcement to hear from Kalyani Koppisetti, Principal Partner Solution Architect at AWS, Matt Miller, Business Development Principal at AWS, and Tyler Middleton, Sr. Partner Marketing Manager at Experian. #3 Four key themes from Cannes Lions 2023 At Cannes Lions 2023, discussions revolved around four main themes: Signal loss: Experts discussed the importance of adapting paid media strategies to align with consumer behaviors. Collaboration: Discussions highlighted the need for industry players to collaborate and focus on solutions that benefit all stakeholders in the ecosystem. Personalization: This was a key topic and emphasized the growing significance of tailored content, data-driven insights, and first-party data solutions for advertisers adapting to cookie deprecation and the evolving consumer privacy landscape. Balancing AI and creativity: Attendees explored how to balance AI capabilities and nurture creativity while maintaining a human touch. Cannes 2024 will be here before we know it and Experian will be there. To get ready, check out this post by Tyler Middleton, Sr. Partner Marketing Manager, to hear from a first-time Cannes attendee, #2 Three key insights from our 2023 Holiday spending report Experian's annual Holiday spending trends and insights report analyzed recent trends, consumer spending habits, and anticipated what was to come in the 2023 holiday shopping season. This blog post covered three key insights from our report: Consumers are starting their holiday shopping earlier, particularly with online sales. Online sales have been increasing year-over-year, surpassing in-store sales. Spending during the 2022 holiday season was lower than in previous years but is expected to be on par with what was seen in 2023. For advice from our experts and access to all of our predictions for this year’s holiday shopping season, download our 2023 Holiday spending trends and insights report today. #1 How contextual ad targeting addresses signal loss Our most viewed blog post of 2023 was How contextual ad targeting addresses signal loss. Marketers are seeking new solutions due to signal loss caused by the phasing out of third-party cookies. Contextual ad targeting offers a way to combine contextual signals with machine learning for more accurate targeting. Experian's Jason Andersen and Yieldmo's Alex Johnston discuss the challenges of signal loss, addressability, the importance of good creative, and tips for digital ad success in this blog post. By understanding contextual advertising, marketers can create powerful and effective campaigns to reach target audiences. Subscribe to our newsletter Sign up for our email newsletter to receive our latest blog posts, product and partnership announcements, thought leadership, and more straight to your inbox. Subscribe Contact us today Latest posts








