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:
1. Accurate
Verified and anchored in real human identity.
2. Fresh
Continuously updated to reflect today’s consumers.
3. Consented
Collected and governed transparently.
4. Interoperable
Easily integrated across platforms through a secure, signal-agnostic identity spine, enabling seamless data activation.
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Outdated data can’t predict tomorrow’s behavior.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:
Operate with clear data principles grounded in transparency and truth
Build consent and compliance into every workflow
Keep data accurate, current, and interoperable
Pair automation with human oversight
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
About the author
Budi Tanzi
VP, Product, Experian
Budi Tanzi is the 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.
“Good” data in AI 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.
Latest posts
In the fast-paced advertising world, collaboration is crucial to keep up with the flux in consumer behaviors. Samsung Ads and Experian have joined forces to address this challenge. This partnership aims to equip marketers with the necessary tools and insights to create compelling and impactful content that resonates with the right audience at the right time. By combining our expertise and precision, through this new partnership, we promise to maximize the reach, effectiveness, and efficiency of advertising campaigns. This collaboration ensures that marketing messages get noticed and strike a chord with the intended audience, leading to meaningful engagement and measurable outcomes. The Samsung Ads and Experian collaboration The powerful integration between Samsung Ads and Experian brings together Samsung Ads’ industry-leading viewership data and massive device scale with the detailed data insights of Experian. This combined effort enhances the effectiveness of advertising campaigns by merging scale with precision. Advertisers can now reap the benefits of a comprehensive solution that delivers customized content to a wide audience with unparalleled accuracy. “Navigating the dynamic landscape of digital advertising requires innovative solutions and strategic collaborations. This partnership with Samsung Ads exemplifies our commitment to empowering advertisers with data-driven insights that reach and resonate with audiences. With Experian Marketing Data directly accessible within the Samsung DSP, advertisers are equipped to orchestrate campaigns with unprecedented precision and impact, marking a significant stride in personalized advertising." chris feo, svp, sales & partnerships, experian Samsung Ads: Orchestrating reach and precision Samsung Ads’ suite of advertising solutions uses Samsung’s massive global scale to bring advertisers unmatched opportunities to engage consumers across every screen, during every moment that matters, delivering quantifiable results on a massive scale. Samsung DSP: Key features and benefits Samsung Ads believes that smarter advertising doesn’t need to be more complicated. With Samsung DSP, every intuitive feature is engineered to make media simple again, offering advertisers the ability to reach their audience more effectively, across every screen. Addressable TV Transforms traditional viewing experiences by delivering personalized content to specific households, enhancing engagement and connection. Contextual targeting Nurtures audience engagement by placing ads in relevant content environments that amplify their relevance and impact. Global reach Navigate the digital expanse with agility, delivering content to millions of consumers across devices and platforms, in brand-safe environments. Data-driven targeting Combine Samsung Ads' unrivaled proprietary device data with Experian's insights, to translate global reach into personalized consumer engagement. “The new partnership between Experian and Samsung Ads is an exciting development for advertisers as they look to maximize the effectiveness of their marketing campaigns. With hands-on access to Experian’s identity solution and audiences directly within our platform, Samsung DSP, advertisers can now better address their most important audiences on the screens they use most.”alex boras, platform lead, samsung dsp Why choose Experian in Samsung At Experian, data is more than just numbers; it tells detailed stories about what consumers like, how they behave, and their experiences. Each piece of data supports the connective networks that offer advertisers nuanced insights and actionable strategies. Ease of use Experian syndicated audiences take the guesswork out of developing segments, and they are available turnkey on the Samsung Ads shelf. Expansive reach, scale, and flexibility Our breadth and depth of data ensures detailed and targeted insights, spanning multiple verticals and can be directly attached to households, providing contextual relevance to each consumer's behaviors and purchase patterns. A rich data set that encompasses 126 million households and 750 million hashed emails 5,000 data attributes for enrichment, licensing, and audience creation 2,400 ready-to-use audiences on integrated platforms spanning 8 verticals, complemented by an average of 2,300 attributes per household and 250 attributes per consumer Four benefits to advertisers The partnership between Samsung Ads and Experian offers a plethora of benefits to advertisers, including: Enhanced audience targeting You can use Samsung Ads' ACR data and Experian's syndicated audiences to create highly targeted campaigns that reach the right audience at the right time. This can lead to significant improvements in campaign performance, such as increased engagement, conversion rates, and ROI. Optimized ad spend You can reduce wasted ad spend by using Experian's data to identify and avoid audiences less likely to be interested in your products or services. This can help you get the most out of your advertising budget. Improved attribution You can better understand the consumer journey by tracking how audiences interact with your ads across different devices and platforms. This information can be used to optimize campaigns and improve overall performance. Brand safety You can ensure that your ads are displayed in safe and secure environments by using Samsung Ads' brand safety solutions. This helps to protect brand integrity and reputation. Samsung and Experian are steering the future of advertising Together, our goal is to bring personalized and improved ad experiences to the forefront. This partnership allows advertisers to tailor their ads to individual consumer interests and needs, using the rich consumer data insights provided by Experian. Additionally, the partnership offers measurable aspects that allow advertisers to assess the effectiveness of their campaigns across various platforms, increasing their return on investment. By enhancing the overall ad experience, Samsung and Experian ensure that ads are more relevant and less intrusive, improving consumer engagement. Connect with us to learn more about how you can access our syndicated audiences in Samsung’s DSP. To learn more about our partner Samsung Ads, visit SamsungAds.com. Latest posts
Industry leaders recently gathered at the influential Beet Retreat 2023 conference held in Santa Monica, sharing forward-looking perspectives on the future of advertising. This renowned event known for its diverse mix of leaders from TV, agencies, advertising, and technology sectors, was enriched by insights from Experian’s very own Chris Feo, SVP of Sales & Partnerships, and Kimberly Gilberti, Chief Product Officer. Both Feo and Gilberti brought their expertise and perspectives for harnessing the potential of high-growth connected TV (CTV) advertising. The era of connected everything at Beet Retreat 2023 In the “Era of Connected Everything,” panel, Feo dived into the concept of a ‘connected everything’ world. He emphasized the importance of balancing consumer and privacy expectations with the increasing integration of AI and machine learning. “As decisioning evolves, creative tech and data derived from creative scale will play a bigger role.”chris feo, svp, sales & partnerships Feo further discussed the potential of creative technology, particularly in how AI and machine learning could revolutionize content personalization. He cited examples where the same creative content is used indiscriminately across diverse demographics, suggesting a future where creative content adapts and performs well for a variety of audience identities. Experian's balanced approach at Beet Retreat 2023 During a fireside chat, Gilberti shared her vision on the transformative role of television in the advertising technology landscape. “Connecting exposure to business outcomes is the holy grail of measuring CTV and effectiveness.”kimberly gilberti, chief product officer Her insights reflected the growing interplay between digital and traditional TV advertising, and the opportunities arising from this convergence. Gilberti emphasized the critical role of data analytics in enabling advertisers to tailor content more effectively to diverse TV audiences. She envisioned a future where the integration of digital strategies and traditional TV advertising create a more cohesive and impactful AdTech approach. Future focus: Diversification and partnerships Both Feo and Gilberti underscored the need for advertisers to diversify their partnerships. By working with a variety of partners, you can mitigate risks and foster innovation, ensuring you are not overly dependent on a single channel or approach. Navigate what’s next with Experian Experian's contributions at Beat Retreat 2023 underscore our pivotal role in the AdTech industry. With a unique balance of offline and online data expertise, we are not just adapting to changes but leading the way in innovation and strategy. Our insights and approaches, as highlighted by Feo and Gilberti, demonstrate our commitment to guiding the industry through its rapid evolution, making our role indispensable in the future of advertising technology. At Experian, we’re your partner in data-driven marketing and can help make your interactions more meaningful. To learn more, connect with a member of our team today. Connect with us Latest posts
Experian is excited to introduce our new Geo-Indexed audiences. Our Geo-Indexed audiences use a new advanced indexing classification technology to identify and reach consumers based on their geo-regional attributes. These audiences can help you discover, segment, and craft messaging for consumers without the use of sensitive personal information, so you can confidently reach your target audience without sacrificing data privacy. In this blog post, we’ll review how our new Geo-Indexed audiences can help you reach your audience while balancing data privacy and accuracy. How we collect and use data is changing The AdTech industry is undergoing a transformation as various forces shape its trajectory. One significant factor is legislation, with as many as 26 states currently considering data privacy laws. Consumer preferences also play a crucial role, as more individuals look to brands for responsible and ethical data handling practices. According to Forbes, 82% of people view brands positively when they consciously opt to refrain from using personal data for personalized ads. Major players in the field such as Apple and Google are actively pushing for a shift away from traditional methods like cookies and other identifiers in data collection and usage. These developments mark a considerable shift in how we use data. Many brands are seeking a few solutions to continue to find and reach their target audience online, but at Experian, we see a great opportunity for innovation and impact within geo-based targeting solutions. “We predict that over the next year, you will begin to see innovations in geo-based targeting methodologies that satisfy the industry's need for audience targeting with responsible data strategies. By embracing innovations in geo-based targeting and adhering to responsible data strategies, you can not only comply with these laws but continue to reach your intended audiences effectively.”jeremy meade, vp, marketing data & operations Introducing Experian’s Geo-Indexed audiences Geo-Indexed audiences from Experian allow brands to reach consumers and households based on geographic regions that over-index for a common set of attributes. Our Geo-Indexed audiences give brands the ability to: Stay connected: Maintain a touchpoint with consumers as other audience targeting solutions disappear or reduce scale due to new legislation. Expand your audience reach: With our sophisticated geo-indexing methodology, you will be reaching your target audience’s circle of influence within the geo-region. Execute where you want: By linking our Geo-Indexed audiences to Experian’s persistent identifiers, you can activate these audiences on the shelf of your platform of choice. As a part of the release of Geo-Indexed audiences, we will be rolling out three main categories: Language Ethnic Group Demographics which include: Education Household Income Marital Status Occupation Presence of Children Over the next year, we will continue to release new audiences within Geo-Indexed audiences. How you can use Geo-Indexed audiences An Auto brand has a new corporate policy restricting the use of sensitive personal information in audience targeting but would like to reach high-income earners. To reach their target audience they use the Geo-Indexed audiences to reach households who are in geographic regions that index highly for income ranges ‘$175,000 – $199,999’ and ‘$200,000+.’ Prioritize privacy without sacrificing accuracy with Experian’s Geo-Indexed audiences Our Geo-Indexed audiences are available in most major data and demand-side platforms. Visit our partner page for more information. Don’t see our audiences on your platform of choice? We can help you build and activate an Experian audience on the platform of your choice. Connect with our audience team Latest posts