
Utilize AI models to automatically discover journeys, establish correlations, find root cause, and predict outages.


Utilize interactive AI models to auto-generate SLOs, predict outages, and improve observability.

OccamsHub is an enterprise-grade, agentic AI system designed to empower SRE teams in driving proactive operations. It is a highly scalable data processing platform optimized for four key workloads: real-time analysis of high-cardinality data, AI model training, context engineering for language models, and orchestrating model workflows to optimize reliability objectives. OccamsHub includes a suite of pre-packaged copilots that automate reliability workflows for multi-cloud deployments of distributed applications. Additionally, it supports the development of custom copilots, allowing teams to train AI agents for automating custom workflows. Powered by OccamsHub AI, these copilots drive intelligent automation that goes far beyond the capabilities of traditional APM, Observability and AIOps tools.

Our SRE Copilot is a suite of trained AI models that automates SLO governance and predicts outages. Specifically it:
Discovers services, user journeys, service maps, and entities and identifies the relationships between them
Sets optimal SLOs at the granularity of individual journeys and continuously re-evaluates them
Provides visibility into performance bottlenecks across journeys, services, and teams
Predicts outages at the granularity of user journeys, services and applications
Trained locally using each customer’s historical data, SRE copilot drives proactive operations and boosts SRE team productivity by a) identifying issues before they impact customers and b) offering automated SLO governance that helps distributed teams improve service reliability efficiently.
Turbocharge observability for SRE teams
- Gain unique insights by training custom ML models on the fly
Troubleshoot rapidly with automatic drill downs across any number of high cardinality dimensions
Search across logs, metrics, events and traces using a unified interface
- Define workflows using natural language to create custom analytics.
OccamsHub automatically normalizes operational and business data into a unified data model and maintains a real-time map of all entity relationships. This enables SRE teams to analyze spikes across hundreds of dimensions in real time, create custom analytics, uncover new correlations, and train machine learning models.
With these capabilities, SRE teams can gain unique operational insights, make informed decisions, and drive better business outcomes.


Systematize tribal knowledge into trained AI models that accelerate root cause analysis and resolution
Reduce RCA time from hours to minutes
Reduce the number of meetings and escalation paths for debugging and troubleshooting critical issues
Recommend remedial actions
Accelerate post-mortem analysis with built-in summarization of issues
Our Ops Copilot is a suite of AI models that train locally on each customer’s data. These models continuously analyze data to identify entity relationships, uncover correlations, build context for generative models, perform root cause analysis (RCA), and recommend corrective actions.
With continuous learning and improvement, our AI helps SRE teams avoid the tedious and error-prone task of manually searching through multiple data sources – like looking for a needle in a haystack – every time an incident occurs.
Open Telemetry (Otel) is an open-source project that provides a vendor-agnostic framework for instrumenting applications to generate metrics, logs, and traces. It provides a collector that simplifies telemetry management by receiving, processing, and exporting data—eliminating the need for multiple agents and collectors.
OccamsHub supports Open Telemetry through an OccamsHub version of the upstream Otel Collector, available in our Github repository. This enables our customers to
Break free from APM vendor lock-in for data generation and collection
Seamlessly switch between various analytics and monitoring backends
Leverage the latest in community standards for consistency across all applications


OccamsHub is purpose-built for scalable enterprise deployments, offering robust support for several enterprise integrations, including:
Multi TB/day streaming ingestion
SOC 2 Type 2 certification
Individual per-tenant deployment with dedicated, locally trained models—ensuring no cross-training of customer data
- Bi-directional Integration with ticketing systems