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Protect revenue journeys with proactive synthetic checks and uptime tracking.

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Audit edge performance and latency variance across your CDN providers.

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Test endpoints and third-party API reliability for critical app integrations.

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Maintain workload performance throughout migration.

Tool Consolidation

Reduce licensing costs and data silos by replacing fragmented monitoring tools.

Cost Optimization

Lower your total cost-to-serve by finding cloud waste and underused resources.

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Maximize team capacity by reducing alert storms and shift-handoff friction.

Reduce MTTR

Shorten war-room by surfacing topology-aware probable cause in mins.

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Safeguard business services against transaction failures and costly downtime.

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Safeguard peak retail campaigns, POS uptime, and digital customer journeys.

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Protect customer trust and engineering velocity with SLA-driven visibility.

Hospitality

Deliver frictionless guest experiences and keep booking engines online.

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Prevent production downtime by unifying IT, OT-adjacent, and edge systems.

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LOGICMONITOR BLOG

Hybrid Observability powered by AI for health and life sciences: Top 6 challenges and how monitoring can help

Explore some of the challenges in the health and life sciences space and the monitoring and observability trends in IT which are helping to address them.

8–12 minutes
April 24, 2024

IN THIS ARTICLE

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As the healthcare industry has introduced more complex IT infrastructure, it now faces many challenges as it strives to deliver high-quality services to patients. From adapting to remote work and telemedicine to resource constraints, healthcare organizations must continually adapt to new technologies.

Some of the nascent technologies, like remote triage of patients, telemedicine, and IoT, have all seen an acceleration in innovation as the industry pivots to visit patients remotely. Possibilities have become reality as the healthcare industry has brought these early-stage technologies into everyday use.

These high-tech solutions require a holistic approach to monitoring that helps companies gain a comprehensive understanding of their IT systems and equipment, and how they are functioning — a solution that can look at a hybrid infrastructure (both on-prem and cloud) to minimize downtime, quickly find problems, remove irrelevant alerts, and alert the right people about issues. This approach ensures healthcare organizations avoid problems that may have a direct impact on patient outcomes.

While technological advancements have brought about new tools and shifted trends in health and sciences fields, they’ve also introduced new problems. In this blog post, we’ll look at the exciting trends we are seeing in healthcare today and also explore some of the challenges that the industry faces.

Trends in health and life sciences technology

Telemedicine and virtual care

As patients are using connected devices more, telemedicine and virtual care have become a transformative trend that makes it easy to serve patients who struggle to make it to a physical doctor’s office. Patients can talk remotely to doctors to get medical advice and use remote monitoring devices to securely send medical data.

Connected devices and IoT

Connected devices and remote sensor technology make remote medicine possible. From testing insulin levels to monitoring a patient’s heart rate, these devices allow clinicians to remotely manage chronic conditions without having to meet face-to-face with a patient. 

IoT devices can generate the data needed to make better predictions about what a patient’s healthcare needs will be and therefore improve patient outcomes significantly. What you do with that data and how you analyze the data for patterns becomes the focus for improving patient care. 

AI and automation for clinical assessment

AI is already being used to identify problems from scans in areas of medicine like radiology. Diagnostic error prevention and earlier diagnosis of problems are key benefits being delivered by AI. AI extends into areas like automated triage of problems and prescription handling, which takes the burden off of clinicians and allows them to focus on more advanced diagnoses and, ultimately, see more patients.

Additionally, the rise of the chatbot across all industries is helping improve initial engagement with customers and reducing costs for companies.

Virtual reality and augmented reality

AR and VR are improving clinicians’ training by providing a risk-free environment to practice complex procedures. Running through a checklist of steps in a procedure can improve operation success rates.

Virtual reality can also be a useful tool in surgery planning and discussion with patients as it allows a surgeon to describe a procedure in detail and show a patient exactly what is going to happen.

Using big data and AI to refine drug development and efficacy

Device and drug efficiency are both being improved by the use of data analytics with AI engines. This makes comparative studies significantly easier and cheaper using machine learning models to assess the effectiveness of new drugs to market or new medical devices.

AI can also identify patterns between different drugs and diseases, helping with the rapid prototyping of new drugs or new uses for existing drugs.

Challenges faced by health and life sciences  organizations

Visibility and troubleshooting problems

Companies undergoing digital transformation to modernize their technology may introduce new devices that soon slip through the cracks, resulting in blind spots. Some of this is due to legacy equipment that doesn’t integrate well with modern technology—old monitoring tools may not scale well or integrate seamlessly with newer technologies. The resulting lack of visibility into IT infrastructure can lead to insufficient data, poor performance, extended downtimes, and far more time troubleshooting than should be necessary.

Increased complexity due to more tools

The number of new tools healthcare organizations use today creates much more complexity within the IT infrastructure than in the past. These tools may interact in unexpected ways, leading to increased time to resolve issues. IT teams must understand how new tools integrate and interact with each other, when these interactions happen, and how things might go wrong when something fails.

Processing too much information

An excess of new tools leads to large amounts of new data for IT teams to process. Between in-house and third-party tools, teams will need to understand where to look to find the root cause of a problem and how to avoid looking at irrelevant alerts and data. Teams need a solution that helps them quickly identify the source of problems and get the data they need to quickly resolve them.

Irrelevant alerts that take away focus from real problems

As an IT team adds more inventory to their monitoring system, they will begin getting more alerts detailing everything about those systems. Not all of those messages are relevant, and the sheer overload of alerts can cause teams to miss the real problems that may negatively impact patient care.

The LogicMonitor solution for health and life sciences

Simplified extensibility Into IoT, with support for medical technology and sensors to ensure availability and improve uptime

LogicMonitor monitors a wide variety of devices, but users can easily customize it to monitor medical apparatus and the vital sensor technologies that ensure the environment will not affect the performance of medical technology. Understanding temperature and humidity, as well as the supply of critical gases and liquids to medical equipment, allows IT teams to maintain the high availability levels expected by healthcare professionals.

Monitored Instance Screenshot

LogicMonitor makes custom monitoring templates straightforward with our rapid prototyping capabilities. LogicMonitor also has a large team of professional services engineers available to help users customize their monitoring based on needs — all at a price customized to your needs instead of a huge monthly fee for features and resources you don’t use.

LogicMonitor helps you forecast and identify anomalies

The health sector is a data business, both analyzing the efficacy of treatments and new drugs and also the success of procedures and processes. LogicMonitor marries granular support for big data platforms like Hadoop with a robust AIOps engine to analyze any metrics that are fed into the platform. Bespoke monitoring templates make it easy to manage medical equipment and analyze metric data.

LogicMonitor’s AIOps features intelligently detect service-impacting signals from noise, make signals more actionable, and reduce the flurry of false alerts that keep teams up at night. With alert escalation chains, users ensure they are informing the right team members via SMS, email, chat, or ITSM integrations. LogicMonitor’s AIOps capabilities enable teams to identify the root cause of an outage and put an end to alert storms with built-in dynamic thresholds and root cause analysis.

Real Time intelligence screenshot

LogicMonitor has extensive coverage across the enterprise IT landscape and into the cloud with monitoring templates for everything from SD-WAN to containers. Often, organizations are used to data silos and need their own specialist tools to monitor their network and specific technologies. LogicMonitor breaks down these silos by allowing every team to troubleshoot their problems in the same way with granular performance data for all types of infrastructure.

In addition, LogicMonitor works with the largest hospital software vendors, including Epic, Citrix, Linux, Windows, AWS, and many others.

In total, LogicMonitor offers over 2,400 integrations — with more released and updated regularly — that enable organizations to get a complete picture of their IT infrastructure, no matter what they decide to use. This allows organizations to build extensible systems that meet their unique needs.

LM 2400 integrations

Secure by Design

LogicMonitor’s platform is highly secure. The following are just some of the ways that LogicMonitor ensures the security of users and the platform itself.

Secure architecture 

  • RBAC, 2FA.
  • Encryption of data in transit and at rest.

Secure data collection

  • Only permitted outbound communication from LM Collector.
  • Data encrypted with TLS.
  • LM Collectors are securely locked to your environment.

Secure operations 

  • Collectors based on hardened Linux with perimeter and host-based IPS.
  • Operated out of top-tier DCs and AWS regions.
  • All with top security measures in place.

Secure practices

  • Minimal personal data stored.
  • Device access credentials stored in memory and never written to disk.
  • Salted one-way hashes used in place of user passwords.

Secure standards

  • Constant penetration testing ensures maximum security.
  • SOC2 validates our controls for security.
  • High availability and confidentiality.

In addition to LogicMonitor’s native platform, by leveraging a secure proxy, user operations teams will retain complete control of communications. This allows users to lock down traffic out of their networks to minimize exposure to external bad actors.

One platform for Hybrid Observability – metrics, logs, traces, and powerful AIOps capabilities

LogicMonitor’s service-centric dashboards provide organizations with a holistic view of their entire infrastructure and take a proactive approach to observability. IT teams can quickly surface relevant information to quickly identify issues and their root causes. LogicMonitor offers an agentless solution — you don’t need to install user agents on any resources. It will automatically find and monitor the resources on your dashboards.

These dashboards give teams information in several ways.

  • Metrics – The most comprehensive monitoring platform with coverage for >2500 different technologies spanning network, cloud, containers, and applications.
  • Logs – Eliminate context switching between IT infrastructure monitoring and log analysis products by correlating relevant logs with metrics in a single platform with out-of-the-box integrations (or via any custom log source).
  • Traces – Never miss an application error, improve code quality, and diagnose and fix issues faster. Gain insight into the performance of the entire app stack, from code to cloud, to ensure a flawless customer experience in agile environments.

Bupa improves healthcare efficiency by streamlining IT with LogicMonitor

A great example of a successful LogicMonitor healthcare customer is Bupa. A healthcare leader in EMEA and APAC, Bupa commits to helping people live longer, healthier, happier lives. With 84,000 employees serving more than 31 million customers, the organization offers a broad range of services, including aged care and retirement, dental, optical, health insurance, and more. LogicMonitor helped Bupa to consolidate its monitoring tooling at speed and at scale, deploying to more than 500 devices in 30 minutes.  Luke Williams, Head of Service Management, explained that “LogicMonitor was the best fit for what we were trying to achieve. It was the only solution that enabled us to not only consolidate but also reduce costs”.

LogicMonitor’s tight integration with ServiceNow allows Bupa to deal with outages more quickly and efficiently. Dennis Huynh, the Reporting and Monitoring Manager said, “With LogicMonitor, we have been able to successfully integrate and automate a lot of the incident creation and flag issues faster. The teams are now able to respond correctly, using the better processes, instead of spending time manually creating incidents.” Read the full Bupa case study here. 

Although ever-evolving technologies have presented countless challenges to healthcare organizations, I am truly amazed at how they have not only dealt with extraordinary change but also embraced technology and innovation to advance how we treat patients and how we deal with new threats and challenges to human health. The next ten years will see some unbelievable fundamental changes to patient care and the treatment and management of diseases. 

The future looks bright. 

© LogicMonitor 2026 | All rights reserved. | All trademarks, trade names, service marks, and logos referenced herein belong to their respective companies.

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