Scalable AI Agent Framework for Anomaly Detection and Triage

Data Monitoring for the AI Enterprise

Deep Data Inspection™ for Multimodal AI

Data Stability & Quality Monitoring for AI

Featured on Towards Data Science Podcast About Data Monitoring

On the importance of monitoring and securing your data for AI

Data Stability Monitoring using AI

Zectonal uses a scalable framework of specialized intelligent AI Agents to diagnose anomalies in data and facilitate a root cause analysis.

Characterize Your Data

Zectonal provides the most robust data asset characterization, discovery, and ROI analysis for enterprise data lakes and file systems.

Multimodal Data Monitoring

Zectonal’s Deep Data Inspection™ capability allows our users to gain confidence with their data in a multimodal AI world.



Using blazingly fast software capabilities, we safely and securely provide situational awareness for your data assets in order to increase your confidence in leveraging AI and business intelligence for analytical insights.


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We are former AWS executives and founders of the open source Apache Metron real-time big data cybersecurity platform. We have operated in the most sensitive data and security intensive industries on the planet. Zectonal was founded to address a need in AI for a deeper analysis of multimodal data and data stability monitoring. Zectonal provides enhanced situational awareness of your analytical data operations enterprise using inherently secure and blazingly fast software capabilities.


If you don’t know the quantity and quality of your data assets, we are here for you

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Easy to Use Yet Comprehensive Capabilities

Our capabilities were built to get you up and running in minutes in order to evolve your monitoring, detection, and alerting requirements over time.

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Using LLM AI Agents to Diagnose and Perform Root Cause Analysis

We monitor, alert, and report on data quality metrics using algorithms that adopt to the patterns in your data over time. We use a framework of Large Language Model (LLM) AI Agents to diagnose complex data operational anomalies.

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Alerting and Event Notification

Sometimes it’s just as basic as red or green, and when to stop using analytic tools based on faulty inputs. Other times, its more complicated and nuanced. We have you covered letting you know to the degree of detail you require when your data is just-not-exactly-right.

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It’s a Multimodal World

Databases and SQL systems by any other name provide a business intelligence (BI) level of insights. Emerging AI increasingly demands a file-based mutimodal approach. We have you covered with our novel Deep Data Inspection™ capabilities.

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Own Your AI

We do not require access to your AI and algorithms. Your organization’s security is our “job zero”. We are extremely deliberate on where and how our capabilities are deployed in your organization. We chose a modern programming language to enable our inherently secure and blazingly fast capabilities.

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Algorithms that Learn the Characteristics of Your Data

Data changes over time, often in subtle mostly undetected ways that cause havoc with AI machine learning and business intelligence tools. We programmatically analyze your data patterns and alert you when anomalies occur.