Our Secret Sauce.
Unsupervised Machine Learning That Automatically Tests & Verifies Your Deployments.
The scenario:
Deploying to production and something breaks.
The team investigates.
SyntheticsSELENIUM
APMAPPDYNAMICS • NEW RELIC
LogsELK • SPLUNK • SUMO LOGIC
The solve:
Harness analyzes data from these tools and uses automated testing tools to look for anomalies and failures.
Time-Series Metrics (APM)
Symbolic aggregate representation
(SAX)
Hidden Markov Models
(SAX)
Hidden Markov Models
Unstructured Events (Logs)
Unsupervised Learning
Kmeans Clustering
Entropy
Cosine & Jaccard distance
Neural Nets & Feedback
Kmeans Clustering
Entropy
Cosine & Jaccard distance
Neural Nets & Feedback
Harness automation rolls
back to a previous working session.
No scripts, delays or downtime.
Continuous Verification & Automation for:
