Adama KoneAsh KulkarniRakesh KothariGaurav GargHimanshu MishraElasticDeductive AIDatabricks

Elastic closes Deductive AI deal to deliver AI-powered production incident investigation; CEO says teams are 'drowning in telemetry but starved for answers'

Elastic has acquired Deductive AI, an AI-powered platform designed to enhance production incident investigations. CEO Ash Kulkarni emphasized that engineering teams are overwhelmed with data yet lack actionable insights, a gap Deductive AI aims to bridge through advanced automation and root cause analysis capabilities.

Business Wire+2 sources25 August 2026 · 03:00 UTC
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Elastic has completed its acquisition of Deductive AI, enhancing its observability solutions with AI-driven incident investigation capabilities. CEO Ash Kulkarni stated, "Engineering teams today are drowning in telemetry but starved for answers." The integration aims to streamline the process of identifying and resolving production issues, reducing manual effort and time spent on investigations.1345

Deductive AI's platform employs an AI SRE agent that initiates investigations immediately when incidents occur, gathering evidence and forming hypotheses across various data sources. This approach allows teams to transition from detection to resolution more efficiently. "We've always believed that engineering teams deserve better than hours spent manually tracing the root cause of every incident," said Rakesh Kothari, former CEO of Deductive AI.78

The AI SRE agent operates by launching three investigation tracks in parallel: platform health checks, service-level analysis, and runbook execution. This comprehensive method ensures that by the time engineers engage with the incident, a detailed diagnostic summary is already prepared, highlighting what went wrong and suggesting next steps.

Currently, AI SRE supports over 150 teams at Databricks, with more than 250 active users conducting over 2,000 investigations daily, significantly reducing debugging time. "AI SRE has transformed incident response by unifying metrics, logs, and dependency health," noted Adama Kone, Manager of the NOC Team.

As Elastic integrates Deductive AI's capabilities, existing customers will continue to receive support while new features are developed, aiming to set a new standard in production incident investigation.2

Key Insight
“Deductive AI's AI SRE agent launches three parallel investigation tracks—platform health checks, service-level analysis, and runbook execution—to produce an initial assessment before engineers open their laptops. At Databricks, AI SRE supports over 150 teams with 250+ weekly active users running 2,000+ investigations daily.”
CuriousCats studied:
1
Business Wire
“SAN FRANCISCO--( )--Elastic (NYSE: ESTC) has completed the acquisition of , an AI-powered investigation platform that helps engineering teams identify and resolve production issues faster.”
Business Wire →
2
PYMNTS.comPYMNTS.com
“completed its acquisition of , saying in a Monday (Aug. 24) that the move will help Elastic set the standard for production incident investigation.”
PYMNTS.com →
3
DatabricksDatabricks
“AI SRE is an AI-powered debugging agent that begins investigating as soon as an incident fires. It correlates signals from across our stack and guides engineers through root cause analysis.”
Databricks →
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