Predictive AI for IT management
Predictive monitoring and anomaly detection in Pandora FMS
Pandora FMS combines predictive monitoring and artificial intelligence (AI) to provide a proactive and automated view of the IT infrastructure in real time.
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Predictive Resource Optimization
Capacity Planning
With Pandora FMS’s predictive resource optimization, you can anticipate the future use of key resources such as storage or processing capacity. Using advanced predictive analytics, Pandora FMS projects demand growth based on historical data, assuming linear behavior and allowing administrators to anticipate problems before they affect operations, optimizing decision making and improving incident response capacity.
Why you need it?
Projected Resource Use
Anticipate how many days remain before a disk fills up or the number of database requests that will be received.
Proactive Prevention
Prevent bottlenecks before they impact critical performance.
Strategic Optimization
Ensure that decisions about infrastructure expansions are based on accurate, real-time data.
Custom Mathematical Analysis: Arithmetic Monitoring
Arithmetic monitoring allows Pandora FMS to perform mathematical operations on the data obtained from different modules. This advanced approach allows you to calculate key indicators by combining data from multiple distributed sources in a coordinated manner. What it offers you:
01
Mathematical Operations
Add, subtract, multiply, or divide data from different modules to generate new custom metrics.
02
Average Calculation
Analyze the average use of resources such as CPUs or network traffic over specific time periods.
03
More Accurate Overview
Get detailed, custom infrastructure analysis to improve decision-making.
Custom Mathematical Analysis: Arithmetic Monitoring
Arithmetic monitoring allows Pandora FMS to perform mathematical operations on the data obtained from different modules. This advanced approach allows you to calculate key indicators by combining data from multiple distributed sources in a coordinated manner. What it offers you:
01
Mathematical Operations
Add, subtract, multiply, or divide data from different modules to generate new custom metrics.
02
Average Calculation
Analyze the average use of resources such as CPUs or network traffic over specific time periods.
03
More Accurate Overview
Get detailed, custom infrastructure analysis to improve decision-making.
Identification of operational trends
(Previously: Trend Modules)
Trend modules compare current performance to previous periods to identify variations in resource usage. This allows administrators to detect changes and make strategic decisions. What makes it essential?
Analyze the performance of a resource in the past week and compare it to the same previous period.
Identify growth patterns or decreases in resource use.
Use this information to adjust performance and capacity more effectively.
AI-based Proactive Anomaly Detection
The MADE (Monitoring Anomaly Detection Engine) anomaly detection engine integrated within Pandora FMS uses advanced machine learning (ML) algorithms to identify unusual patterns in monitoring data, helping to detect problems before they become critical incidents. MADE Operation:
Ongoing Training
Real-time analysis
Accurate Response
Algorithms used, customization and MADE settings
Cutting-edge Anomaly Detection Technology
MADE uses two main algorithms for anomaly detection, ensuring broad and efficient coverage:
Prophet
Perfect for time series and predictive analytics. This model detects anomalies based on history patterns, making it the perfect choice for accurately forecasting future situations. However, it is more resource intensive, making it suitable for larger environments.
IsolationForest (iForest)
An efficient and lightweight algorithm in terms of using CPU and memory, perfect for detecting anomalies in real time in large volumes of data, without compromising system performance.
Adaptive and Custom Configuration
Pandora FMS allows detailed customization of MADE to adjust the sensitivity and accuracy of anomaly detection models according to the administrator’s needs:
Automatic retraining
It is responsible for keeping the models updated with the most recent data and the most current trends, thus ensuring that the systems are always monitored as accurately as possible and that they effectively reflect reality.
Sensitivity adjustment
With Pandora FMS you can adjust the level of accuracy to improve the detection of anomalies and ensure an optimal balance between the sensitivity of the analysis and the reduction of false positives.
Dynamic Threshold Adjustment: Adaptive and Smart Monitoring
Pandora FMS dynamic thresholds allow monitoring to be automatically adjusted in real time, without human intervention, using artificial intelligence algorithms that are continuously recalibrated from history data.
Automatic Adjustment
The system adapts to changes in the infrastructure, optimizing alert accuracy.
False Positive Reduction
Thresholds are constantly recalibrated, ensuring that alerts are only generated when they are really needed.
Optimization of operational load
Lower manual intervention means IT teams can focus on more strategic activities.
Related solutions
The most complete monitoring solution for total observability
User experience
User experience
Check if your application is working as expected. Detect the failure before your customers do.
Monitoring of virtual environments
Monitoring of virtual environments
Optimize your infrastructure whether in hybrid, virtual or cloud installations.
Remote control
Remote control
All your devices controlled by a single tool accessible with just a web browser.
Incident management
Incident management
Integrate the ticketing system of your infrastructure in Pandora FMS thanks to Pandora ITSM.
Application monitoring (APM)
Application monitoring (APM)
Monitor your business applications at every level and get the APM data you need.
Mainframe monitoring
Mainframe monitoring
Have a single platform to collect and display information, wherever it comes from.
Log collection
Log collection
Collect, visualize and centralize all your records in a single point.
Service and support management
Service and support management
Measure and monitor your IT stack to detect and troubleshoot problems across the entire IT infrastructure.
IT Inventory
IT Inventory
Collect and monitor the status of all your IT infrastructure data in a single tool.
Network monitoring
Network monitoring
See all your information together, even when you have thousands of devices to monitor.
IT Inventory
Collect and monitor the status of all your IT infrastructure data in a single tool.
Incident management
Integrate the ticketing system of your infrastructure in Pandora FMS thanks to Pandora ITSM.
Network monitoring
See all your information together, even when you have thousands of devices to monitor.
Application monitoring (APM)
Monitor your business applications at every level and get the APM data you need.
Monitoring of virtual environments
Optimize your infrastructure whether in hybrid, virtual or cloud installations.
Service and support management
Measure and monitor your IT stack to detect and troubleshoot problems across the entire IT infrastructure.
Remote control
All your devices controlled by a single tool accessible with just a web browser.
Log collection
Collect, visualize and centralize all your records in a single point.
User experience
Check if your application is working as expected. Detect the failure before your customers do.
Mainframe monitoring
Have a single platform to collect and display information, wherever it comes from.
Award-Winning Monitoring software
Discover the difference thanks to our presence in +60 countries, our 24/7 support and constant improvements
Pandora FMS is recognized as one of the leading IT monitoring software by users, securing prestigious awards endorsed by renowned websites like Capterra, G2, and Sourceforge for its exceptional ease of use and unbeatable customer satisfaction, making it the top choice for monitoring solutions.
“
We loved that it saved us up to 20 minutes of time on repetitive tasks each day/week."
Swapnil M. - IT
Construction Industry
11 to 50 Employees
Capterra's comments constitute the subjective opinions of individual users based on their own experiences and do not represent the views of Capterra or its affiliates.
“
I really like Pandora FMS's visual and interactive monitoring system. I also like the fact that it has a free version available."
Masiullah W. - Project Coord.
Information Technology and Services
1001 to 5000 Employees
GetApp reviews constitute the subjective opinions of individual end users based on their own experiences and do not represent the views of GetApp or its affiliates.
“
It helps my work to be more proactive instead of reactive, I have all the visibility of my critical infrastructure."
José A. - CIO
Information Technologies and Services
11 to 50 Employees
Capterra's comments constitute the subjective opinions of individual users based on their own experiences and do not represent the views of Capterra or its affiliates.
“
One of the best and most flexible software for monitoring applications, servers, ITSM, etc."
Frinto A. - Operations Manager
Management Consulting
501 to 1000 Employees
Software Advice reviews constitute the subjective opinions of individual end users based on their own experiences and do not represent the views of GetApp or its affiliates.
Support Quality
- Pandora FMS 92%
- Competitors 85%
Ease of use
- Pandora FMS 92%
- Competitors 86%
Ease of doing business with
- Pandora FMS 94%
- Competitors 89%
Meets the requirements
- Pandora FMS 94%
- Competitors 90%
+500 integrations: Expand the power of your monitoring with the best plugins
At Pandora FMS, we offer real solutions to everyday problems through application plugins, in collaboration with our customers. We have integrations of current technologies, used in production in environments around the world.
We support emerging, established technologies and even legacy systems.
