Elastic NV has acquired Deductive AI Inc., a startup specializing in AI-powered site reliability engineering (SRE) solutions that help enterprises identify and fix infrastructure issues. The deal, valued at up to $85 million, marks a significant increase from Deductive AI’s valuation after its seed funding last year, which included backing from Databricks’ venture arm and CRV.
This acquisition enhances Elastic’s portfolio by integrating advanced error detection and troubleshooting technologies. Elastic is known for Elasticsearch, an open-source search engine used broadly for embedding site search, cybersecurity, and infrastructure monitoring. Deductive AI’s platform leverages Elasticsearch and other observability tools to analyze technical malfunctions by processing data in real time, mimicking the work of human SREs through AI-based diagnostics.
Deductive AI’s system generates multiple hypotheses about potential causes of service disruptions, running a group of AI agents concurrently to test these scenarios. To control the associated hardware costs, the software employs sophisticated approximation techniques that balance search accuracy with resource efficiency. The platform is customizable, allowing engineers to input troubleshooting instructions in natural language and refine responses based on developer feedback.
Visualization is another key feature, as Deductive maps out the workflow steps behind its troubleshooting suggestions. This transparency allows users to validate results and identify areas where the AI’s performance can improve. The startup has already secured clients including DoorDash and Foursquare and reportedly generates approximately $1 million in annual recurring revenue.
Elastic’s acquisition of Deductive AI follows its earlier purchase of Keep Alerting Ltd in 2025, a company that developed AI for analyzing outage alerts and pinpointing root causes. Keep Alerting’s technology was integrated with Elastic’s Kibana visualization tool and Elasticsearch, reinforcing Elastic's strategy to deepen AI-driven site reliability and incident response capabilities.