Finding the Right Doctor Is a Data Problem in Disguise

AI Is only as good as the data beneath It. Automation cannot resolve this fundamental problem; it can only accelerate the propagation of existing inaccuracies. Before the next modernization project goes live, fix the data everything depends on.

Your provider directory was wrong before anyone noticed. And by the time someone did notice — a member denied care, a claim rejected, a regulator asking questions — the damage was already done. Here are five root causes that explain why your provider directory keeps breaking.

Provider directories don't fail because of bad luck or sloppy work. They fail because they're built on fragmented sources, self-reported data, infrequent refresh cycles, and no validation layer. Here's what it actually takes to fix the architecture, not just the symptoms.

A new CMS rule is making Medicare Advantage provider directory accuracy public, measurable, and a C-suite responsibility. Here's what plans need to know before the September 2026 deadline.

Most provider data accuracy initiatives focus on validation. But for many health plans, the real operational bottleneck begins much earlier — before validation workflows ever start. By the time inaccurate provider data surfaces in provider directories, referral systems, or claims workflows, inconsistencies may already exist across multiple downstream systems. Duplicate provider records, missing NPIs, outdated affiliations, and taxonomy mismatches often originate during provider roster ingestion itself. As provider networks become more fragmented and provider data volumes continue to grow, health plans are increasingly realizing that provider data quality is not just a validation challenge. It is an ingestion challenge.

Provider data accuracy and network adequacy are deeply connected, yet often at odds. In this Modern Healthcare article, learn how improving accuracy reveals access gaps and how health plans can stay compliant while protecting member access.

Provider data accuracy has moved from operational nuisance to regulatory and reputational priority. In a recent Fierce Healthcare webinar, Candor Health, CertifyOS, and Oscar Health examined what it actually takes to build provider data infrastructure that holds up under current compliance demands and member expectations. One theme ran through the entire conversation: accuracy and infrastructure have to evolve together.

PRNewswire, Oct. 16, 2025 | NEW YORK, NY Two companies, one mission: helping health plans maintain accurate, operational, and continuously validated provider data through a unified provider data management system.

For health plans, provider directory accuracy has long been an operational problem. Federal legislation is now turning it into a compliance obligation with financial penalties attached. The No Surprises Act (NSA), which took effect in 2022, and the proposed REAL Health Providers Act, expected to take effect in 2026, establish a new accountability framework for how provider data is collected, verified, and maintained. Together, the laws signal a broader regulatory shift: provider directory accuracy is moving from administrative burden to enforceable compliance requirement.

Provider search is broken in ways that are easy to overlook until they affect patient outcomes. Today, most patients begin their healthcare journey online, yet many still struggle to confidently identify the right provider, verify insurance coverage, or determine whether appointment availability is actually current. When directories contain outdated network participation, incomplete specialty information, or inaccurate availability, even well-designed search experiences begin to break down.

For many LGBTQ individuals, finding healthcare is not simply about locating the nearest provider. It often involves determining whether care will feel safe, respectful, and affirming before an appointment is ever scheduled. Yet most provider search experiences offer very little visibility into that reality. Discriminatory laws, culturally incompetent providers, and gaps in provider directory data continue to create significant barriers to equitable healthcare access for LGBTQ communities. The result is not only delayed care, but measurable downstream health consequences. Research consistently shows that LGBTQ individuals are more likely than their peers to delay medical care due to fears of discrimination — a pattern directly linked to worsening health outcomes and reduced continuity of care.

Real-World Solutions for Records Requests and Patient Referrals

Mental health provider directories have become a growing point of failure across behavioral health networks. Patients seeking care are often met with disconnected phone numbers, inaccurate insurance information, or providers who are no longer accepting new patients. A New York State Attorney General report found that 86% of listed in-network mental health providers were unavailable or inaccurately listed.

Provider specialty classifications were never designed to explain how providers actually practice. A common challenge faced in the healthcare industry is being able to search and find the doctors and facilities that specialize in treating a certain condition.

Finding a doctor who is actually in-network, accepting new patients, and available for an appointment is more difficult than it should be. For healthcare organizations building provider networks, that challenge often comes down to one issue: inaccurate provider data. Aligned Marketplace encountered that problem firsthand while building a national advanced primary care network and found that maintaining reliable provider availability required a more active approach to network monitoring.