Galiark Launches Deterministic AI Platform for U.S. Healthcare Claims Market
World’s First Deterministic AI Company Targets $307 Billion U.S. Healthcare Claims Market That Could Increase Claims
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World’s First Deterministic AI Company Targets $307 Billion U.S. Healthcare Claims Market That Could Increase Claims Adjudication Capacity By +15X
RENO, Nev., Sept. 29, 2026 (GLOBE NEWSWIRE) — Galiark Corporation today announced the launch of its proprietary deterministic AI platform into the U.S. healthcare claims market. The launch marks Galiark’s first commercial application of its deterministic reasoning technology in healthcare, initially targeting U.S. healthcare claims adjudicators, an industry burdened by an estimated $307 billion annually in claims disputes, denials, appeals and related administrative costs. The company’s proprietary deterministic AI technology is needed as multiple healthcare organizations face increasing pressure to process complex decisions faster, while maintaining consistency, transparency and accountability.
The company believes its deterministic AI technology can increase claims processing capacity by approximately 15–22 times before human review and sign-off, enabling adjudicators to process significantly higher case volumes while maintaining transparency, consistency and regulatory accountability. Where demand supports it, such productivity gains could potentially support revenue growth of up to +400% for adjudication providers.
As healthcare affordability becomes a major U.S. midterm public policy issue, regulators are simultaneously requiring claims, eligibility and prior-authorization decisions to be completed faster and through more digital processes. Healthcare organizations must therefore find ways to improve speed and efficiency without compromising explainability, auditability or human oversight.
The interesting question is: how do healthcare organizations achieve those efficiencies while keeping every decision transparent, reproducible and accountable to a human reviewer?
Galiark Takes Its Deterministic AI Into the U.S. Healthcare Claims Market Economy
The timing reflects a broader shift across the U.S. healthcare system.
Federal regulators are requiring healthcare organizations to make a growing range of decisions faster and increasingly through digital processes, including claims disputes, prior authorization and Medicaid eligibility. At the same time, those decisions remain subject to complex rules and documentation requirements for specific explanations when decisions are denied or disputed.
Galiark believes its solution creates a growing need for technology that can accelerate decision-making without turning complex healthcare processes into opaque, difficult-to-audit automation.
The company’s deterministic reasoning engine evaluates evidence, rules, relationships, events and changes over time. Rather than generating a probabilistic answer from a prompt, it is designed to provide a consistent reasoning process with a traceable connection between the information considered, the rules applied and the resulting decision.
Dr. Max Gohmann, Co-Founder and Chief Revenue Officer at Galiark, said:
“Healthcare gives us a defined group of clients and a clearly measurable unmet need.
“Regulatory requirements are making healthcare decisions faster and more digital, but faster does not mean less accountable.
The opportunity for Galiark’s deterministic AI technology is to help organizations increase processing capacity while maintaining a transparent and reproducible decision process that is fully accountable, added Dr. Gohmann:
“A new law came into effect last month, giving health care adjudicators just five days to process an already very large, and growing number of claims, down from the previous 35 days. With as many as 450 million claims refused at first pass each year, $25.7 billion is spent fighting denials annually, and an estimated $18 billion of that is judged unnecessary.”
“The federal dispute system was built for processing just 17,000 cases a year. It has absorbed roughly 2.4 million disputes in the last twelve months and over 4.8 million since launch. Galiark’s deterministic engine solves all of this”
Galiark Applies Deterministic AI to One of Healthcare’s Most Expensive Administrative Challenges
The immediate commercial market is highly concentrated, with U.S. health care claims adjudicators representing Galiark’s initial target customer group. High-volume, rule-intensive workflows combined with tightening processing deadlines create a measurable environment in which the value of deterministic reasoning can be demonstrated and quantified.
The underlying economic problem is substantial.
U.S. claims denials and appeals are estimated to cost approximately $307 billion annually. The Galiark platform combines clinical evidence, claim information, contractual terms, policies, regulations and case history within a unified reasoning environment. The objective is to reduce manual reconciliation, improve consistency and preserve a complete audit trail linking evidence, rules and outcomes.
“Healthcare gives us very clear commercial validation,” said Dr. Gohmann, “We know the market, we know the problem, and we can demonstrate value against a specific, expensive workflow.”
“The June 2026 IDR Operations final rule, effective 3rd August 2026, requires each certified health care adjudicator to rule on claim eligibility within five business days of selection, on roughly 2.4 million new disputes a year, clearly the system requires a robust, reliable process. Galiark provides just that.”
Against that backdrop, Galiark processed 2.5 million publicly available dispute records in just 267 seconds, and encoded the entire Federal Independent Dispute Resolution (IDR) rule family.
Where historical determinations required two to three hours of human work per claim, Galiark requires approximately eight minutes.
The commercial opportunity is clear: turn a major operational bottleneck into a machine-speed process that qualified professionals can review and sign, helping the U.S. healthcare system reduce administrative burden.
One Deterministic Engine, Multiple Commercial Opportunities
While healthcare represents Galiark’s initial commercialization strategy, the company’s underlying architecture is applicable across multiple industries characterized by complex rules, compliance requirements and high-consequence decision-making.
Tom Bennett, Co-Founder and Joint Chief Executive Officer of Galiark, said:
“What makes this transformational is that we’re changing the level at which AI operates.
“Most AI products start with a prompt and produce an answer. Our deterministic engine is designed to reason across evidence, regulation, policies, relationships and events while preserving a complete audit trail.”
That capability allows organizations to automate some of the most complex and expensive workflows found in regulated industries, added Bennett:
“We’ve built a future-looking deterministic engine. Commercialization is now about applying our technology to some of the world’s biggest pools of expensive rule-based work in the market.”
Healthcare represents the company’s initial commercialization strategy, with future applications across financial services, government, defense, critical infrastructure and other highly regulated industries.
One platform. Multiple multi-billion-dollar opportunities.
ABOUT GALIARK CORPORATION
Galiark is a next-generation AI infrastructure company redefining what artificial intelligence can do. The company has developed what it believes to be the world’s first deterministic AI platform, designed to help organizations understand how complex systems operate rather than simply generate answers.
At the core of Galiark is a proprietary deterministic reasoning engine that connects data, evidence, rules, events and relationships through time, creating a continuously updated model of organizations and their operating environments. This delivers capabilities that conventional AI systems were not designed to provide: transparent reasoning, reproducible outcomes and fully auditable decision support.
Galiark’s technology enables organizations to evaluate alternative scenarios, understand cause-and-effect relationships, anticipate future outcomes and make better-informed decisions in complex operating environments.
One engine. Multiple applications. Deterministic intelligence for how organizations actually work.
Contacts:
Website: www.galiark.ai
Healthcare: www.galiark.ai/applications/healthcare
Investor Relations: invest@galiark.ai
Press & Media Inquiries: media@galiark.ai


