# Visibility vs. autonomy: Solving the paradox of enterprise agentic systems

DevFeed: [Visibility vs. autonomy: Solving the paradox of enterprise agentic systems](<https://devfeed.tech/articles/visibility-vs-autonomy-solving-the-paradox-of-enterprise-agentic-systems-12726.md>)

Original publisher: [Read original article](<https://www.redpanda.com/blog/paradox-enterprise-agentic-systems>)

Author: Kristin Crosier

Published: 2026-03-24T00:00:00Z

Content type: article

Language: en

Sources: [Redpanda](<https://devfeed.tech/sources/redpanda.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [observability](<https://devfeed.tech/topics/observability.md>), [data](<https://devfeed.tech/topics/data.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agents](<https://devfeed.tech/tags/agents.md>), [developer](<https://devfeed.tech/tags/developer.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [governance](<https://devfeed.tech/tags/governance.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [observability](<https://devfeed.tech/tags/observability.md>), [streaming](<https://devfeed.tech/tags/streaming.md>)

## AI overview

This article explains how enterprises can build trust in agentic systems by using governance, auditing, observability, and controlled data access. It presents Redpanda's Agentic Data Plane as a data control plane for testing and scaling agentic AI into production.

## Source excerpt

How a governed data control plane ensures trust and accountability.