Elasticsearch integration for AI agents
Elasticsearch is a distributed search and analytics engine and the core of the Elastic Stack. Companies use it for site and app search, log analysis, observability and security. The agent runs searches and aggregations on authorized indices through the Elasticsearch REST API, available in iTeam's app catalog, with a read-only API key.
What AI agents do with Elasticsearch
Error investigation from the logs
When a customer reports a failure, the agent searches the log indices for the time window and account identifier and summarizes what happened. The engineering team gets the timeline and the error messages.
Plain-language question, index query
The analyst asks how many payment errors there were by card brand in the last hour, and the agent builds the aggregation and answers. The generated query stays visible for checking.
Catalog search that finds nothing
The agent analyzes the searches on the site that return no results and proposes synonyms and relevance tweaks. The team applies the index changes after review.
Daily security summary
The agent aggregates failed logins, unusual access and the day's alerts and sends them to the owner. Critical items open an incident in PagerDuty.
Connect Elasticsearch once. The agents use it within your rules.
- In the app catalogAvailable in the iTeam app catalog, with the app’s own login and permissions per agent.
- Each agent gets the right accessYou decide what each agent can read or do in Elasticsearch, by area and by person.
- Human approval where it mattersSensitive actions wait until someone with the authority approves them.
- A trail and a cost for every actionWho asked, what the agent did in Elasticsearch and what it cost, all on record.
Ready-made AI teams for this work
Management reporting team
Revenue, margin, pipeline and cash in one report, built from your systems, with a short note on what changed and why.
Data analysis team
Ask which customers stopped buying or which region lost margin. The team writes the SQL, runs it and explains the result.
IT service desk team
Password resets, access requests and how-to questions handled in chat, with Jira updated and approvals in place.
Questions about Elasticsearch and AI agents
Does iTeam integrate with Elasticsearch?
Yes. Elasticsearch is available in iTeam's app catalog, connected to your cluster with an API key.
Can the agent delete indices or documents?
Not if the key is read-only, which is the recommended setup. Any write is agreed case by case and goes through approval.
Does it work with Elastic Cloud and self-managed clusters?
Yes, as long as the endpoint is reachable by iTeam under the network rules your team defines.
