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Deductive AI

Deductive AI is a code-powered observability platform that leverages large language models and multi-agent workflows to analyze extremely large volumes of data and code. It supports queries on structured, semi-structured, and unstructured data, utilizing machine learning pipelines for data preprocessing and feature extraction.

What It Does

Resolve Incidents Faster

Deductive AI joins every on-call rotation and starts investigating incidents before you even start looking. It builds and tests multiple theories in parallel to get you to the root cause with evidence, then provides fixes and helps you act on them with precise code snippets, PRs, post-mortems, and more.

Optimize Costs

Discover cost savings and performance improvements across your infrastructure and services. Deductive surfaces opportunities that would otherwise require dedicated engineering time to find.

Ship Faster

Get architectural recommendations and implementation guidance to build new features on existing systems. Deductive guides you through every step from system understanding to implementation with full production context.

How It Works

Understands Your Production

Deductive connects to your production systems, tools, and code in a few clicks. It builds an understanding of how everything works together and learns from your runbooks, wikis, chats, and guidance.

Reasons Like a Seasoned Engineer

The platform plans investigations that pursue multiple hypotheses in parallel, orchestrating specialized agents to collect evidence from across your systems. It builds causal timelines linking code changes, infrastructure events, and telemetry.

Operates Tools Like an Expert

Deductive works with any tool without requiring expertise in query languages, PromQL, kubectl, or code. It coordinates multi-tool investigations and takes actions like updating Jira tickets, generating PRs, or writing docs.

Learns from Every Interaction

The system adapts based on your feedback and captures tribal knowledge from chats, incidents, and production systems. It accepts custom instructions with specific guidance to follow during investigations.

Supported Integrations

Deductive seamlessly connects to several code and observability sinks, enabling robust reasoning capabilities:

Next Steps