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Outdated data can’t predict tomorrow’s behavior.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
Tapad's technology enhances Bidtellect clients frequency capping and audience extension capabilities cross device. NEW YORK, Feb. 28, 2019 /PRNewswire/ — Tapad, part of Experian, is a global marketing technology company and leader in digital identity resolution solutions, today announced a new partnership with Bidtellect (now Simpli.fi), a leading native Demand-Side Platform (DSP). Bidtellect's paid content distribution platform will leverage The Tapad Graph™ as its first cross-device partner. The integration will offer Bidtellect's clients in the U.S. and Canada cross-device frequency capping and enhanced audience extension capabilities. The combination of Tapad's leading cross-device technology, with Bidtellect's unparalleled scale and optimization capabilities, will allow content marketers within brands and agencies to develop even more strategic, effective content marketing campaigns. The Tapad Graph™ will allow content marketers to gain greater reach and create more relevant, unified messaging with targeted delivery, when used in conjunction with Bidtellect's technology. Marketers can expect to benefit from amplified reach, and enhanced, privacy-safe engagement with desired audiences as a result of this partnership. "Partnering with Tapad, the leaders in cross-device data, provides Bidtellect with a complete solution that leverages both probabilistic and deterministic mapping strategies," said Mike Conway, Chief Technology Officer at Bidtellect. "The Tapad relationship expands our audience size by providing the opportunity to reach the same user across multiple devices and, when used in conjunction with our frequency capping functionality, ensures increased reach, reduced ad saturation, and elimination of wasted ad spend." As the partnership progresses, Tapad will also work with Bidtellect to provide advanced attribution for conversions and engagement metrics including connectivity and amplification. These advanced insights will help brands and agencies develop a more holistic approach to content marketing, so they can build audiences and influence bidding algorithms that directly impact their business. "We're thrilled to be working with Bidtellect as the company's first cross-device partner," said Chris Feo, SVP of Global Data Licensing and Strategic Partnerships at Tapad. "At Tapad, we are continuously advancing our identity resolution solutions to keep pace with the ever-changing needs of marketers. As a part of that commitment, we look to work with partners where our technology is able to enhance their offering to better serve marketers. We are looking forward to creating that superior experience with the Bidtellect team." Contact us today
The Tapad Graph Now Offered in Adobe Audience Manager, part of Adobe Analytics Cloud New York, NY — August 7, 2018 — Tapad, now part of Experian, is advancing personalization for the modern marketer, announced today that its proprietary Tapad Graph is now integrated with Adobe Audience Manager, part of Adobe Analytics Cloud, helping marketers expand their view of consumers and boost results through Tapad’s probabilistic solution. Tapad has been working closely with the Adobe Audience Manager team on this integration. With the Tapad Graph integration, customers based in the U.S. and Canada can use the Tapad Device Graph to expand the reach of audiences defined and activated in Adobe Audience Manager to extend first- and third-party data and deliver personalization across paid, earned and owned channels, publisher sites, programmatic, and more. Tapad worked closely with Adobe to develop the integration, allowing marketers to enable first-party data that has been previously tied to cookies and mobile. This offering has been beta-tested by leading organizations across retail, financial services, telecom providers, and more. “We're excited to publicly announce the solution our team has been closely designing over the past 12 months with Adobe,” said Chris Feo, SVP, Global Data Licensing and Strategic Partnerships at Tapad. “This solution will give marketers in the U.S. and Canada the ability to unlock increased value from Adobe Audience Manager through the power of the Tapad Graph and its ability to expand customer prospects.” Tapad has repeatedly proven its ability to provide marketers with a unified view of the customer across channels and screens. With the Tapad Graph, a global identity graph that currently supports more than 100 enterprise customers and 200 integration partners, marketers can extend their reach and customize messages based on user and household-level data. Contact us today
Marketers Can Now Harness The Tapad Graph In Concert With Twine’s Vetted, Verified TrueData™ Identity Graph. Los Angeles and New York – August 2, 2018 – Tapad, now part of Experian, is reinventing personalization for the modern marketer, today announced that it is partnering with mobile data leader Twine Data (now TrueData) to bring Twine’s hundreds of millions of deterministic mobile identity connections to The Tapad Graph. Together, the two companies will create one of the largest portable identity graph & CRM onboarding services in the U.S., through the integration of Tapad’s best in class cross-device capability and Twine’s deterministic identity graph. "Twine is a respected player in the onboarding space", said Chris Feo, SVP of Global Data Licensing and Strategic Partnerships at Tapad. "Through Tapad and Twine’s partnership, our clients can now use their first-party CRM data to leverage the full power of The Tapad Graph — fueling a wide range of data-driven marketing use cases, including audience extension, attribution, and personalization." At the core of one-to-one marketing and true personalization is identity resolution. For marketers, the ability to accurately and safely connect customer activity across desktop/laptop, mobile, CTV, tablets, as well as CRM and offline touchpoints is ultimately what enables informed and personalized future conversations with each customer. Tapad is known for the precision, accuracy, and scale of their cross device connections, setting them up as an ideal partner for Twine’s TrueData deterministic identity graph. “We believe that by combining Tapad’s renowned cross-device connectivity and our deterministic identity graph, marketers will finally be able to seamlessly segment users based on digital and offline behaviors as well as easily distribute those audiences to both DMP and DSP environments for personalized messaging,” said Elliott Easterling, CEO of Twine Data. With this partnership, Tapad will build a client's cross-device graph off of identities onboarded by Twine from a client's offline CRM. The resulting identity graph can either be delivered directly to brands looking to host their own identity graph, or can be leveraged in a managed fashion for marketers looking for simple connectivity of their offline CRM audiences to their DSPs. To date, Twine & Tapad have seen full connectivity rates* for CRM segments from advertisers at between 259 percent and 322 percent at major DSPs. *Full Connectivity Rate is defined as {total unique desktop, laptop, and mobile devices active at DSP} / {unique CRM users in original audience post cleansing}. It represents the final match rate of the clean audience in CRM format to onboarded audience at a client’s DSP instance. This metric encompasses Twine’s onboarding & linkage validation and Tapad’s cross-device amplification. About TapadTapad, Inc. is the marketing technology company reinventing personalization for the modern marketer through its identity-driven solutions. The company's signature Tapad Graph connects millions of consumers across billions of devices. The world's largest brands and most effective marketers entrust Tapad to provide an accurate, privacy-conscious and unified approach to connecting with consumers across screens. In 2018, Tapad introduced its Tapad Customer Data Platform (CDP), purpose-built to offer marketers a highly personalized and privacy-safe platform to convert first-, second- and third-party data into actionable, results-driven campaigns. Tapad is based in New York and has offices in Chicago, London, Oslo, Singapore and Tokyo. Tapad's numerous awards include: Forbes' Most Promising Companies, Deloitte's Technology Fast 500, Crain's Fast 50, TMCnet Tech Culture Award and Global Startup Award's "Startup Founder of the Year." Tapad was acquired by the Telenor Group in 2016. Telenor Group is one of the world's largest mobile operators across Scandinavia and Asia. About TwineTwine is a mobile data platform that believes true, honest, accurate data is the fuel that helps our partners grow their businesses efficiently and effectively; Twine’s TrueData is used by brands, agencies, and ad tech partners across the country and across the globe. Twine’s app publisher partners generate revenue while maintaining control over their data; their marketer partners get comprehensive, high quality mobile targeting and intelligence. To learn more about Twine, visit their website. Contact us today