AI tool targets hospital revenue lost to claim errors

Iterate.ai, TD SYNNEX and HPE have launched Generate for Healthcare, a partner solution for hospital systems focused on unpaid and underpaid insurance claims.

The companies said the offering is available through the TD SYNNEX distribution network. It runs on HPE Private Cloud AI or on HPE ProLiant DL380a Gen12 servers within the NVIDIA AI Computing by HPE portfolio.

The product centres on claims workflows and reimbursement. The companies framed the target problem as lost hospital revenue linked to denied or underpaid claims. They said losses often stem from fragmented electronic medical record systems, complex coding requirements and inconsistent payer practices.

Claims focus

Iterate.ai described the solution as using agentic AI workflow cards. It ingests and parses claims data. It operates at the EDI file level.

The companies said the approach avoids structured inputs and does not require system integrations. They said it works across multiple EMR systems.

Generate for Healthcare identifies payment gaps and coding errors, according to the companies. It also analyses historical payment data against contract terms. The companies said the product can draft Letters of Medical Necessity for claim resubmissions.

Iterate.ai positioned the launch as a channel-led route to market, with TD SYNNEX distributing the solution and HPE supplying infrastructure options. The three companies said partners can offer the solution to healthcare providers as a packaged option rather than assembling components themselves.

"Hospitals are losing millions in revenue without knowing where the leaks are occurring," said Kevin Homer, Vice President, Sales, Iterate.ai. "With TD SYNNEX and HPE, we're able to bring Generate for Healthcare to healthcare organizations through a trusted distribution network, running on infrastructure purpose-built for AI workloads. This partnership ensures hospitals can quickly deploy a solution that delivers immediate financial impact."

Infrastructure options

HPE said hospitals can choose between deployments based on their IT needs. It highlighted on-premises operation and control of data.

HPE Private Cloud AI forms one route for the product. HPE said this includes NVIDIA accelerated computing, NVIDIA networking, NVIDIA AI Enterprise software and services. HPE also said customers can deploy the software on HPE ProLiant Compute DL380a Gen12 servers with NVIDIA RTX PRO 6000 Blackwell Server Edition GPUs.

Robin Braun, Vice President, AI and Hybrid Cloud Business Development at HPE, linked the product to broader trends in healthcare data and finance.

"Hospitals are challenged with managing increasingly sensitive data and growing financial complexity. AI offers a new way forward by helping healthcare providers turn overwhelming data into clear, actionable insights," said Robin Braun, Vice President, AI and Hybrid Cloud Business Development, HPE. "Through the Unleash AI program, we work with partners to deliver AI solutions that help organizations adapt faster, make better business decisions, and build resilience."

The companies said the solution maintains data privacy and regulatory compliance through secure, on-premises deployment. They also described a "drop-in architecture" and said it avoids disruption to existing EMR systems.

Channel economics

TD SYNNEX described its role as distribution and solution aggregation, with presales support and specialist sales resources. The distributor also pointed to pricing and availability as factors for partners.

The companies disclosed a software cost benchmark for partners and customers. They said software costs represent about 0.1% of Net Patient Revenue annually, plus compute infrastructure.

Vince Stemen, SVP, Advanced Vendor Solutions, TD SYNNEX, described the commercial angle for partners in terms of addressing payment losses at providers.

"By teaming with HPE and Iterate.ai, we're equipping our partners with a differentiated solution that addresses one of healthcare's biggest challenges-payment erosion," said Stemen. "This is a strategic opportunity for partners to lead with innovation and deliver outcomes that matter."

Iterate.ai said it is a member of HPE's Unleash AI partner programme. The programme includes partner companies working with HPE on packaged AI offerings for customers.

The companies said Generate for Healthcare is available to partners through TD SYNNEX and is positioned for deployment on HPE's AI infrastructure options.