# The future of observability won't be one proprietary AI agent. It will be thousands built by teams.

DevFeed: [The future of observability won't be one proprietary AI agent. It will be thousands built by teams.](<https://devfeed.tech/articles/the-future-of-observability-won-t-be-one-proprietary-ai-agent-it-will-be-thousands-built-by-teams-5600.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/the-future-of-observability-not-one-proprietary-ai-agent-thousands-by-teams>)

Author: Mike Shi

Published: 2026-06-22T12:19:19Z

Content type: opinion

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [incident](<https://devfeed.tech/topics/incident.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [incident](<https://devfeed.tech/tags/incident.md>), [observability](<https://devfeed.tech/tags/observability.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>)

## AI overview

The article argues that observability will shift toward many team-built AI agents rather than a single proprietary agent. It says agents can take on investigation work such as querying telemetry, summarizing findings, and generating hypotheses.

## Source excerpt

We don't think observability will be dominated by a single AI agent. The future belongs to teams building agents around their own systems, workflows, and operational knowledge.