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:
Analyze →Plan → Execute → Correlate → Verify → Respond
When a question is asked, Jasper:
- Creates an investigation plan
- Queries logs, cloud services, and operational tools
- Reviews tickets, runbooks, and documentation
- Correlates findings across systems
- Validates conclusions against evidence
- Produces a concise summary with recommendations
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?
Incident Diagnosis
- Investigate application outages
- Analyze customer-reported issues
- Correlate logs, infrastructure, and deployments
- Identify probable root causes
Daily SRE Reporting
- Service availability summaries
- Error and latency trends
- Capacity and reliability insights
- Executive operational scorecards
Security Investigations
- Analyze CloudTrail activity
- Review IAM changes
- Investigate suspicious events
- Validate security findings
Compliance Support
- Map controls to CMMC and NIST 800-171 Rev 2
- Collect audit evidence
- Identify compliance gaps
- Generate readiness reports
FinOps and Cloud Hygiene
- Detect unused AMIs and snapshots
- Identify idle resources
- Highlight cost optimization opportunities
- Reduce cloud waste
User Experience Monitoring
- Report user-facing errors from the last 24 hours
- Identify impacted services and customers
- Surface recurring operational issues
Why Organizations See 5x Productivity Gains
A significant portion of an engineer's time is spent gathering information across multiple tools.
Jasper automates that process by:
- Searching logs instantly
- Correlating cloud events
- Reviewing security findings
- Accessing runbooks and knowledge bases
- Generating investigation summaries
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.