Elastic NV(ESTC)

Most enterprise AI initiatives stitch together four to five systems for memory, search, and state. The Elasticsearch Platform handles all of it in one engine — and the architecture is simpler than you think.

After a year and one million messages, Elastic's Field Technology team shares five lessons from building production AI agents: why logs matter most, how retrieval thresholds shape quality, and what high token counts actually signal.

The Elasticsearch Agent Builder Hackathon showed AI agents built with Elastic tools to solve real-world problems. Winners include PHAROS (drug safety in <60s), Gauntlet (adversarial testing), and a duplicate detection agent for Kenya’s HIV program.

Version 9.4.1 of the Elastic Stack was released today. We recommend you upgrade to this latest version . We recommend 9.4.1 over the previous versions 9.4.0 For details of the issues that have been fixed and a full list of changes for each product in this version, please refer to the release notes .

The Elasticsearch Agent Builder Hackathon spotlighted Gauntlet, a top-three project that uses mocking agents to mutate tool calls, expose hidden failures, and improve AI agent reliability.

A multi-agent duplicate detection system built with Elastic Agent Builder addresses the 56% failure rate of manual duplicate detection in Kenya's HIV patient records. It uses tiered risk scoring and specific recs to provide $195K annual savings.

PHAROS is a 4-agent system built with Elasticsearch that automates pharmacovigilance. It detects adverse drug safety signals using WHO-standard analysis, generates regulatory reports, and sends critical alerts in under 60 seconds.

Logs have returned to center stage for observability with new capabilities given the emergence of generative AI. Find out how GenAI and logs can provide visibility and insights to manage your operations and improve business outcomes.

Logs have returned to center stage for observability with new insights and information for your SRE team. Driving efficiency in your day to day operations is possible with GenAI applied to the richest telemetry signal available: your logs.

Discover how WP Engine innovates with Google Cloud and Elastic to deliver high-precision search and seamless integration for modern software vendors.

With the launch of Elasticsearch 9.4, we are reaching an important milestone: the general availability of our joint offerings with NVIDIA and Dell and a major step forward in helping enterprises move from AI experimentation to scaled implementation.