Modern IT operations teams face a common challenge: critical information is scattered across cloud platforms, logs, monitoring tools, ITSM systems, security dashboards, and knowledge repositories. As a result, L1 and L2 engineers often spend more time searching for information than solving problems.
Jasper was built to change that.
What is Jasper?
Jasper is an AI-powered Digital SRE Engineer that works alongside existing operations teams. It combines the power of Large Language Models (LLMs), MCP (Model Context Protocol), cloud telemetry, logs, security findings, ITSM systems, and enterprise knowledge repositories to investigate operational issues and provide evidence-backed recommendations
Unlike traditional AI assistants, Jasper does not rely solely on model knowledge. Every conclusion is grounded in real-time data gathered from enterprise systems.
How Jasper Works
Jasper follows a structured investigation model:
This approach follows the ReAct (Reasoning + Acting) pattern, ensuring responses are based on facts rather than assumptions.
Powered by MCP and Enterprise Context
Jasper securely connects to:
- AWS, Azure, and Cloud Platforms
- Kubernetes and Container Environments
- Elasticsearch and Observability Platforms
- CloudTrail, WAF, and Security Services
- FreshService, ServiceNow, and ITSM Tools
- Confluence, Runbooks, and Knowledge Bases
By combining real-time operational data with enterprise knowledge, Jasper understands not just what is happening, but how it should be resolved.
How Jasper Supports L1 and L2 Teams
Jasper is not designed to replace engineers.
It acts as the first investigator, dramatically reducing time spent on data collection and correlation.
Traditional Model
Alert → L1 Investigation → L2 Investigation → Root Cause Analysis → Resolution
Jasper-Enabled Model
Alert → Jasper Investigation → L1 Validation → L2 Resolution
Instead of manually reviewing logs, dashboards, and tickets, engineers receive a pre-analyzed incident summary with supporting evidence and recommended next steps.
This enables teams to focus on problem-solving rather than information gathering.
What Can Jasper Do?
Why Organizations See 5x Productivity Gains
A significant portion of operational effort is spent gathering information across multiple tools. Jasper automates much of this investigation and evidence-gathering process, helping engineers move from alerts to validated findings faster.
5X Productivity Across Key Activities
Tasks that previously took hours can often be completed in minutes.
The result is faster triage, quicker root cause analysis, reduced operational overhead, and significantly improved engineer productivity.
The Future of Operations
Jasper represents a new operational model where AI performs investigation and evidence gathering while human engineers focus on decision-making and remediation.
By combining LLM reasoning, MCP integrations, cloud intelligence, observability data, security insights, ITSM workflows, and enterprise knowledge, Jasper becomes a trusted Digital SRE Engineer that helps organizations operate faster, safer, and more efficiently.
Jasper is not a replacement for your operations team — it's the force multiplier that helps them deliver more value with every investigation. Schedule a demo of Jasper to see how AI-powered investigations can help your teams resolve incidents faster and operate more efficiently.