Category: Agentic AI

Articles tagged Agentic AI

Filters

Ask the source: Scaling code search to a billion lines with Elasticsearch and Elastic Agent Builder

Sourcerer matches Claude Code and Codex on code retrieval quality and searches up to thousands of times faster than grep. Every answer links back to the exact files and lines across repos and versions.

Dave Moore

Your AI agent doesn't need your API key: OAuth 2.1 for Elasticsearch MCP server authentication

OAuth 2.1 lets you connect AI agents to the Elasticsearch MCP server with a browser sign-in instead of an API key. Your agent gets a short-lived token tied to your permissions that you can revoke any time.

Alex Chalkias

Faster, cheaper support investigations with precomputed context

Precomputed context cut input tokens by 58% and latency by 40% in Elastic’s support agent, making support investigations more efficient by reducing repeated retrieval.

Abhimanyu Anand

Building context in Elasticsearch: how AI Indices power smarter agents using fewer tokens

Store AI agent context in an AI Index and power smarter agents using fewer tokens. Step-by-step walkthrough with ES|QL and Kibana Workflows included.

Kathleen DeRusso

Your agents have been keeping receipts: turning Elastic Agent Builder's built-in OTel traces into token cost dashboards in Kibana

Your Agent Builder agents already log every LLM call as an OTel trace, and that agent tracing data can power token cost dashboards and budget alerts before one runaway conversation quietly wrecks your month.

Meghan Murphy

One prompt, a complete workflow: Elastic's AI agent writes your automation for you

Elastic Workflows takes a plain-text prompt and generates YAML you can inspect, version and run against your Elasticsearch data. Now GA, with human-in-the-loop workflows in Slack, parallel execution, and 10 new connectors.

Tinsae Erkailo

How Elasticsearch detects multiple change points in time series with 0.99 recall

ES|QL's CHANGE_POINT command finds structural shifts, variance changes and spikes in any metric in ~1ms, without tuning anything per series.

Thomas Veasey

AI shopping agents: Why context comes before the query

AI shopping agents that guess at your vocabulary make expensive mistakes. Pre-computed catalog context stops the guessing before the first tool call.

Matthew Adams

Who grades the grader? LLM-as-a-Judge inside Elasticsearch Workflows

Find out if your RAG agent is ready to ship. Score it on correctness, faithfulness and retrieval quality using only Elasticsearch Workflows and two Claude models.

Jeffrey Rengifo

Building a multilingual voice agent with Elastic Agent Builder & Sarvam AI

A working demo combining Sarvam AI speech with Elastic Agent Builder: identity verification, per-customer ES|QL queries, and mid-call language switching across 22 Indian languages without multilingual indices.

Ashish Tiwari

Talk to your Elasticsearch data: building a real-time voice agent with Google ADK and MCP in 3 components

Wire Google ADK's real-time voice streaming to your Elasticsearch data via Agent Builder's built-in MCP server; no custom integration code required.

Jeffrey Rengifo

Your data analyst doesn't need SQL: wiring Elastic Agent Builder to AWS AgentCore for natural-language Elasticsearch queries

Wire plain-English questions to your Elasticsearch data using Elastic Agent Builder MCP, AWS Bedrock AgentCore and the Strands SDK. Python code included.

Ready to build state of the art search experiences?

Sufficiently advanced search isn’t achieved with the efforts of one. Elasticsearch is powered by data scientists, ML ops, engineers, and many more who are just as passionate about search as you are. Let’s connect and work together to build the magical search experience that will get you the results you want.

Try it yourself