About the client
Anatomy Financial is a U.S.-based fintech and healthtech company focused on automating financial operations for healthcare providers. The platform helps medical and dental clinics, MSOs/DSOs, and billing teams streamline insurance reimbursements, digitize paper-based documentation, and gain full visibility into their financial performance.
By unifying claims data, banking data, and accounting workflows, Anatomy Financial reduces manual effort and operational errors, enabling healthcare organizations to manage reimbursements more efficiently and maintain accurate financial records.
Business context
Before partnering with the Geniusee team, Anatomy Financial faced complex financial challenges in the healthcare sector. Private healthcare providers struggled to reconcile insurance reimbursements with actual clinic deposits, resulting in significant financial discrepancies and operational inefficiencies.
Manual processing of paper-based Explanation of Benefits (EOB) documents added to the complexity, causing delays and errors. Additionally, the lack of comprehensive visibility into banking transactions made it difficult for clinics to monitor and manage their financial health effectively.
In this context, Anatomy Financial recognized the pressing need for advanced healthcare financial management software to streamline processes, enhance accuracy, and improve overall financial visibility for healthcare providers.
Need for a seamless mechanism to handle banking transactions, including the processing of physical checks, to guarantee timely fund transfers.
Hurdle in efficiently processing a substantial volume of financial documents, encompassing both electronic and paper-based records.
Identification of disparities between the prices of medical procedures stated by insurance companies and the actual amounts deposited into the clinic’s accounts.
Solutions we implemented
Geniusee delivered an end-to-end healthcare finance platform for Anatomy Financial, engineered to automate reimbursement workflows, digitize billing documents at scale, and give clinics actionable financial visibility. The solution integrated modern web engineering, cloud-native DevOps, AI-powered data extraction, and test-driven delivery to ensure precision, scalability, and operational trust in a highly regulated financial domain.
End-to-end platform development
We built the core application using Python, React.js, and AWS, creating a scalable and maintainable architecture optimized for processing multi-source financial data. The platform supports complex reimbursement logic, structured data flows, and high-volume document handling, ensuring long-term extensibility for new financial workflows and integrations.
Advanced AI-driven document digitization
A critical pillar of the solution was incorporating Google Document AI to automate the Explanation of Benefits (EOB) processes at Anatomy Financial.
We designed and integrated an AI pipeline that:
- Extracts structured data (payment amounts, reimbursement values, payer details, check information) from both electronic and paper-based EOBs.
- Eliminates manual data entry, significantly reducing operational bottlenecks and error rates standard in healthcare billing workflows.
- Normalizes, validates, and organizes data into a unified structure, enabling precise downstream reconciliation.
- Supports high-volume digitization through automated batch processing, ensuring clinics can process hundreds or thousands of documents with consistent accuracy.
- Feeds verified data into financial workflows, providing the foundation for accurate reporting, audit readiness, and the identification of discrepancies.
This AI-enabled layer became the backbone of the platform’s financial accuracy, ensuring clean, reliable data ingestion before any operational or analytical steps occur. It directly improved processing speed, reduced human error, and strengthened the platform’s ability to reconcile reimbursements with bank transactions.
Cloud infrastructure and DevOps engineering
Our DevOps team implemented a secure, scalable AWS environment that supports continuous deployment and operational predictability. Automated CI/CD pipelines, cloud-native monitoring, and containerized environments ensured stable rollouts, resilience under load, and simplified system maintenance as document processing demands increased.
Test-driven engineering for accuracy and compliance
Given the sensitivity of healthcare and financial data, we applied a test-driven development approach across the entire backend. Writing tests prior to implementation guaranteed that every component aligned with financial logic, reimbursement rules, and data integrity requirements. This approach also reduced regression risks and accelerated delivery without compromising quality.
Lean, collaborative, and Agile delivery model
We combined Lean principles with Agile methodologies to maintain rapid iteration cycles and tight stakeholder alignment. Proactive communication, continuous feedback loops, and early validation cycles ensured the solution evolved in step with Anatomy Financial’s operational needs and compliance considerations.
Bank dashboards
Our team went above and beyond in creating Bank Dashboards, which have become the cornerstone of financial visibility for Anatomy Financial. This feature offers clinics a robust tool for gaining enhanced insights into their banking transactions.
- Visual analytics. We introduced graphical data representations, enabling clinics to create visually engaging graphs that depict critical financial metrics.
- Metric calculation engine. Bank Dashboards calculate vital financial metrics such as cash collected yesterday, MTD daily average cash collected, YTD daily average cash collected, and YTD net cash.
EOB digitization
We have developed this feature for automating the processing of Explanation of Benefits (EOB) documents, and transforming paper-based records into digital formats using Optical Character Recognition (OCR) technology.
- OCR expertise. We harnessed the power of OCR technology to automate the digitization of paper EOB documents, effectively eliminating the need for manual financial data entry.
- User-centric design. Clinic staff can now effortlessly upload paper-based EOB documents, review OCR results, and seamlessly initiate further processing within Smart Recon.
Smart Recon
Our team conceptualized and built Smart Recon, a powerful tool that empowers Anatomy Finances to meticulously track the monetary flow returned to healthcare clinics by insurance companies. This feature operates through the harmonization of data from ANSI 835 files and the clinic’s bank transactions.
- Data integration. Smart Recon seamlessly integrates data from disparate sources, specifically ANSI 835 files and the clinic’s bank transactions.
- Service-level transparency. With Smart Recon, clinics can effortlessly identify the exact service that triggered a reimbursement, the precise amount involved, and the destination account where the funds were deposited.
Anatomy Financial’s innovative approach to financial management has empowered private healthcare providers to swiftly identify and resolve discrepancies in procedure pricing and deposits.
The streamlined document processing workflow has significantly reduced manual efforts, enhancing efficiency and accuracy in financial record-keeping.
Seamless handling of banking transactions, including physical checks, has improved the overall financial dynamics between insurance companies and healthcare providers.
