---
title: "Healthcare Technology Consulting: AI & Interoperability"
description: Learn how healthcare technology consulting helps modernize legacy systems, improve interoperability, adopt AI, and accelerate healthcare digital transformation.
image: https://blog.mastek.com/hubfs/Healthcare%20Technology%20Consulting-Blog-02.jpg
---

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   AI For Technology ![](https://www.mastek.com/wp-content/themes/astra/assets/img/icons/arrow-up-right-b.svg)
  
   AI For Business
  
   AI For Data

  #### AI For Technology
  
   Accelerate software delivery, modernize legacy platforms, and secure operations with intelligent AI. 
  
  [LEARN MORE ![](https://www.mastek.com/wp-content/themes/astra/assets/img/icons/arrow-up-right.svg)](https://www.mastek.com/ai/ai-for-technology/)

    - [AI for Legacy Modernization](https://www.mastek.com/ai/ai-led-legacy-modernization-services/)
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  #### AI For Business
  
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  [LEARN MORE ![](https://www.mastek.com/wp-content/themes/astra//assets/img/icons/arrow-up-right.svg)](https://www.mastek.com/ai/ai-for-business/)

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  [LEARN MORE ![](https://www.mastek.com/wp-content/themes/astra//assets/img/icons/arrow-up-right.svg)](https://www.mastek.com/ai/ai-for-data/)

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## AI For Technology

- [Overview](https://www.mastek.com/ai/ai-for-technology/)
- [AI for Legacy Modernization](https://www.mastek.com/ai/ai-led-legacy-modernization-services/)
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- [Overview](https://www.mastek.com/ai/ai-for-business/)
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## AI For Data

- [Overview](https://www.mastek.com/ai/ai-for-data/)
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## Data and AI Services

- [Overview](https://www.mastek.com/services/data-automation-and-ai/)
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[AI, ML & Data Insights](https://www.mastek.com/services/data-automation-and-ai/ai/)

## Oracle Cloud

- [Overview](https://www.mastek.com/services/oracle/)
- [AI for Oracle](https://www.mastek.com/ai/oracle-ai-services/)
- [Oracle Cloud Applications](https://www.mastek.com/services/oracle/oracle-cloud-applications/)
- [Glide 4.0](https://www.mastek.com/services/business-transformation-services/)
- [Oracle E-Business Suite](https://www.mastek.com/services/oracle/ebs-to-cloud-migration/)
- [Oracle Consulting](https://www.mastek.com/services/oracle/consulting/)
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- [SAP to Cloud Migration](https://www.mastek.com/services/sap-to-oracle-migration/)
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- [Overview](https://www.mastek.com/services/salesforce/)
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- [Data Cloud](https://www.mastek.com/services/salesforce/data-cloud/)
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## Managed Services

- [Overview](https://www.mastek.com/services/cloud-managed-services/)
- [Oracle Managed Services](https://www.mastek.com/services/oracle/oracle-managed-services/)

[Cybersecurity](https://www.mastek.com/services/cybersecurity/)

## Products

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- [SQL Next AI](https://sqlnextai.com/)
- [Lightbeam AI](https://web.lightbeamdatacloud.com)
- [icxPro](https://www.mastek.com/products/platforms-and-innovation/mastek-icxpro/)
- [iLeaseFinPro Vehicle Leasing Software](https://www.mastek.com/products/platforms-and-innovation/ileasepro-vehicle-leasing-software/)
- [Warehouse 360](https://www.mastek.com/products/platforms-and-innovation/warehouse360/)
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- [Innovation Lab-aaS](https://www.mastek.com/products/innovation-lab)
- [Hospital in a Box](https://www.mastek.com/products/platforms-and-innovation/oracle-healthcare-erp-platform-for-hospitals/)

## Industries

- [Overview](https://www.mastek.com/industries/)
- [Public Sector & Government](https://www.mastek.com/industries/public-sector-government/)
- [Healthcare](https://www.mastek.com/industries/healthcare/)
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## Partners

- [About Partnerships](https://www.mastek.com/partners-alliances/)
- [Oracle Partner](https://www.mastek.com/services/oracle/)
- [Salesforce Partner](https://www.mastek.com/partners-alliances/salesforce-partner/)
- [AWS Partner](https://www.mastek.com/partners-alliances/aws-partner/)
- [Microsoft Partner](https://www.mastek.com/partners-alliances/microsoft/)
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## Company

- [About Mastek](https://www.mastek.com/about-us/)
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[CONTACT US](https://www.mastek.com/contact-us/)

## Mastek Blog

# [Healthcare Technology Consulting for Data, AI, and Interoperability](https://blog.mastek.com/healthcare-technology-consulting)

 7 Aug 2026, 02:50:12 / by [Abhishek Gupta](https://blog.mastek.com/author/abhishek-gupta)

![Abhishek Gupta](https://blog.mastek.com/hs-fs/hubfs/Abhishek%20Gupta%201.png?width=35&name=Abhishek%20Gupta%201.png)

- [Tweet](https://twitter.com/share)

![Healthcare Technology Consulting](https://blog.mastek.com/hs-fs/hubfs/Healthcare%20Technology%20Consulting-Blog-02.jpg?width=1280&height=854&name=Healthcare%20Technology%20Consulting-Blog-02.jpg)

As healthcare organizations today race towards patient-centric care delivery, it requires digital transformation backed by AI, (IoMT) internet of Medical Things, advanced data analytics and automation. More than modernizing their technology stacks, the priority for healthcare leaders lies in scaling interoperability, data, and AI to enhance outcomes, reduce costs, and ensure security.

Healthcare technology consulting firms can help payers and providers to address the imperatives and challenges of interoperability mandates, legacy platforms, cost-efficient operations and compliance.

## What Is Healthcare Technology Consulting?

Healthcare technology consulting helps healthcare organizations plan, implement, and optimize technology strategies that improve patient care, operational efficiency, and regulatory compliance. Healthcare technology consulting firms work with providers, payers, and healthcare organizations to modernize legacy systems, improve interoperability, adopt AI, strengthen cybersecurity, and build scalable digital health ecosystems.

## Building a Unified Data Strategy Through Healthcare Technology Consulting

With healthcare delivery being distributed across multiple settings (hospitals, homes, virtual, wearables, etc.), unifying data and implementing real-time analytics across the care continuum becomes critical for AI to enable proactive intervention. Healthcare technology consulting firms help organizations prioritize this strategy. [Studies show](https://hakkoda.io/resources/interoperability-ai-and-the-future-of-healthcare-delivery/) that AI-driven diagnostics enhance outcomes by 40 percent while slashing costs by 50 percent. With automation, it can also streamline workflows, improve accuracy and speed of claims management.

Data interoperability stands at the center of a connected healthcare experience. This can be achieved through

- 1\. Secure data interfaces for information exchange
- 2\. Data standardization through interoperability formats such as Fast Healthcare Interoperability Resources (FHIR) and Health Level Seven (HL7)
- 3\. Robust and secure data export layers to transmit standardized data to the EHR system in a manner that is compliant with regulations such as HIPAA and GDPR

**Read more:** [*Healthcare Interoperability: Why FHIR, HL7, and Connected Systems Matter*](https://blog.mastek.com/healthcare-interoperability/)

## Solving Healthcare Data Integration Challenges

Healthcare technology management companies enable organizations to effectively resolve the challenges of data integration arising from lack of standard formats, and a holistic approach to data handling and privacy. They align data integration with the healthcare organization’s business objectives and regulatory requirements, while also understanding evolving industry needs. They achieve this through:

- 1\. Application Programming Interfaces (APIs) for real-time, accurate and seamless data exchange, across systems — improving interoperability, efficiency and decision-making
- 2\. Scalable and flexible integration platforms that are capable of incorporating evolving systems, data sources, and regulatory changes — without impacting performance
- 3\. Standardized data formats (such as FHIR, HL7, EDI X12, CCDA, NCPDP, and DICOM), which ensure streamlined data exchange, high levels of regulatory compliance, and speedier and insights-driven decision-making
- 4\. Highly secure processes, practices and controls

In today’s world of healthcare technology consulting, Enterprise Integration Platform as a Service (EiPaaS) is an efficient means to achieve the goals of data interoperability. A cloud-based integration solution, it unifies disparate applications and systems and ensures their interoperability for cohesive information flow. It also integrates legacy systems into a unified healthcare infrastructure to retain and preserve critical historical data, while simultaneously enhancing system functionality.

## Modernizing Legacy Systems Through Healthcare Technology Consulting

Legacy healthcare technology platforms are still deployed by healthcare organizations to run critical workflows — such as electronic health records (EHR), hospital information systems (HIS), laboratory information systems (LIS), claims processing systems, radiology information systems, etc. While they are deeply integrated with the organization’s processes, they raise real risks of limited interoperability with emerging technologies, high costs of maintenance and security vulnerabilities.

There are quite a few options to modernize legacy systems, including:

- *1. **Wrapping them with modern interfaces or APIs***— this enables newer applications to integrate with older systems without losing core functionality
- *2. **Rehosting*** — applications are migrated to a new cloud infrastructure without modifying the application code. While this is a good first step, it may not be the ultimate end state
- *3. **Refactoring*** — the existing codebase is restructured to enhance performance, and scalability, but still does not alter the external behavior
- *4. **Rebuilding*** — the application is rewritten from scratch using modern technologies and architectures; the core functionality and business logic is still retained
- *5. **Replacing*** — the existing system is replaced with a new solution aligned to the organization’s current and future needs
- *6. **Rearchitecting*** — the architecture of the existing system is redesigned and transformed from a monolithic to a microservices or cloud-native architecture to improve agility and scalability

Based on the legacy system’s criticality, risk tolerance and complexity, performance, and organizational budget and need for speed, the healthcare technology consulting company makes the choice between the above options.

Real-time decisions and intelligence are critical imperatives of modern healthcare, and they demand highly efficient data interoperability. [Mastek AI](https://www.mastek.com/ai/) has become a strategic enabler of modern healthcare, improving operational efficiency, patient experiences, workforce productivity, and clinical outcomes. The future of healthcare technology consulting will lie in providing end-to-end strategic partnership across AI strategy, implementation and governance to deliver real-world impact through data interoperability and security.

## **The Future of Healthcare Technology Consulting**

As healthcare organizations continue to accelerate digital transformation, healthcare technology consulting is becoming a strategic enabler of innovation rather than just technology implementation. Success will increasingly depend on building AI-ready data foundations, modernizing legacy platforms, strengthening interoperability, and adopting cloud-native technologies that support connected, patient-centric care.

Healthcare technology consulting firms will play a critical role in helping providers and payers navigate evolving regulatory requirements, implement emerging technologies responsibly, and create resilient digital healthcare ecosystems. Organizations that invest in a long-term technology strategy today will be better positioned to improve clinical outcomes, operational efficiency, and patient experiences in the years ahead.

**Read more:** [*AI in Healthcare Use Cases: Real-World Applications Transforming Patient Care*](https://blog.mastek.com/ai-in-healthcare-use-cases/)

**Frequently Asked Questions**

**Why is a unified data strategy important for healthcare organizations?**

With healthcare data volumes surging across multi-facility networks, information is now stored in different systems and formats. A unified healthcare data strategy is therefore critical to eliminate the resulting data fragmentation and silos, and provide a single source of truth for value-based patient care. Such a strategy integrates clinical, operational, and even financial information to ensure better coordinated and safer services at speed and scale

**How does interoperability support AI adoption in healthcare?**

Most healthcare AI projects fail not because of the models, but more due to data non-readiness. Interoperability provides the vital integration infrastructure to make healthcare data standardized, AI-ready and trustworthy. For effective AI adoption, interoperability goes beyond merely moving data between systems; it ensures clean, normalized and real-time data flows from and across every source. It delivers consistent clinical terminology for AI tools to have accurate and consistent data for reliable outcomes.

 **What are the biggest data integration challenges in healthcare?**

Key data integration challenges in healthcare systems include:

- 1\. Fragmented and multiple EHRs and ancillary systems
- 2\. Deployment of different standards and versions across systems and facilities
- 3\. Manual, one-off workarounds to circumvent broken data connections
- 4\. Lack of data governance ownership
- 5\. Shadow IT solutions that operate below the radar of enterprise oversight
- 6\. Lack of visibility and transparency in data flow
- 7\. Conflicting priorities between operation, clinician and IT teams

**How can healthcare organizations modernize legacy technology platforms?**

There are multiple options to modernize legacy technology platforms. Commonly used approaches are encapsulating, rehosting, refactoring, re-platforming, replacing, rebuilding and rearchitecting.

Healthcare organizations may opt for the modernization strategy that best fits their business objectives, based on a thorough evaluation. A phased strategy of modernization, based on prioritization of needs can minimize risks and disruptions to normal operations.

**What role does data governance play in healthcare technology transformation?**

Data governance is pivotal to ensuring that healthcare information is secure, accurate, and compliant. It defines operational efficiency and clinical outcomes in multiple areas such as patient care and privacy, data quality and security, operational efficiency, accuracy of diagnostics and treatments, regulatory compliance, and more.

 Topics: [Healthcare](https://blog.mastek.com/topic/healthcare), [Cloud Technology](https://blog.mastek.com/topic/cloud-technology), [Health Cloud](https://blog.mastek.com/topic/health-cloud)

![Abhishek Gupta](https://blog.mastek.com/hs-fs/hubfs/Abhishek%20Gupta%201.png?width=100&height=100&name=Abhishek%20Gupta%201.png)

#### Written by [Abhishek Gupta](https://blog.mastek.com/author/abhishek-gupta)

<https://www.linkedin.com/in/abhishekgupta17/>

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