AI Oncall Engineer Expert on Code and Telemetry

Deductive AI streamlines root-cause analysis with unmatched speed and precision by understanding your entire codebase and observability data.

Detailed Investigation of Every Alert in Real Time

Get instant answers when things break. Deductive AI plans and executes just in time workflows to analyze changes in code, infrastructure, application load, and service dependencies at a massive scale.

How Deductive Works

Code Aware Knowledge Graph

Builds a knowledge graph with millions of nodes in seconds, uncovering deep relationships between codebase and telemetry data (logs, metrics, and traces).

The graph captures semantics of the entire system and powers search and deep discovery of areas of the code and telemetry relevant to the issue.

Precise Information Discovery

Deductive intelligently ranks data by combining semantic relevance, Bayesian priors, anomalies, change events, and human feedback.

This process prunes the knowledge graph to surface only the most critical information. Real-time analysis of releases, configurations, and system behavior ensures you're always focused on what matters most during investigations.

Multi-Agentic Reasoning

Specialized AI models map affected services to exact code paths and correlate current behavior with historical patterns. All analysis happens in under 500 milliseconds, enabling rapid fault isolation.

Orchestrates hundreds of Specialized AI Agents to search, discover and analyze breadcrumbs of root cause spread across all the connected sources. The Agents self-reflect, and gets smarter with every learnings and observation across investigations.

Secure Encrypted and Confidential

Built for the security, scale, and compliance needs of modern enterprises

Complete Control of Your Data

All Processing in Your VPC

Code and data stay entirely in your environment with zero external data transmission.

Zero Data Storage Policy

Real-time data processing, with no data retained on our servers. Post-analysis, all data is automatically cleaned up.

Complete Isolation

Every customer’s environment is completely isolated to maintain strict separation.

Enterprise-Grade Security Controls

Granular Role-Based Access

Ensure that only authorized users have access to specific data or functions.

Complete Audit Logging

Full visibility into all system activities with comprehensive audit trails.

Enterprise SSO

Support for SAML/LDAP to ensure secure, centralized user access and identity management

Built for Production Scale

From startups to tech giants - handle any system scale

Complex Codebases

  • 10+ million of Lines of Code

  • 100+ micro services

  • 1000+ nodes

Massive Scale

  • Billions of Timeseries

  • Petabytes of Logs

High Performance RCA

  • In seconds and minutes

  • Thousands of alerts per month

Your Tech Stack, Integrated Seamlessly

Deductive AI integrates with your code and existing observability tools, enhancing your current workflows without disruption

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Deductive is extremely lightweight, ensuring minimal impact on system performance.

Frequently Asked Questions

Why do we need Deductive with our existing monitoring tools?

Traditional tools collect data but struggle to connect the dots. Deductive combines code understanding with observability data, eliminating manual correlation and providing immediate, actionable insights.

How do you handle sensitive data and security?

All processing occurs in your VPC with zero data retention. We never see your code or data - everything runs in your infrastructure with complete customer isolation.

Can you handle complex, custom infrastructure?

We're built for it - handling 10M+ lines of code, 1000+ services, and 500GB+ daily logs. Whether you use microservices or monoliths, Deductive adapts.

What's the implementation effort?

Initial setup takes hours, with first insights within a day. Full system understanding develops over the first week, requiring minimal changes to your infrastructure.

What's the real impact on incident response?

Teams typically reduce mean time to resolution by 40-60%. Engineers spend less time context-switching between tools and more time-solving actual problems.