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Conquering Observability Challenges for AI Agents

Publisher IDC
Published Apr 16, 2026
Length 7 Pages
SKU # IDC21112342

Description

This IDC Perspective offers guidance on what businesses can do to meet agentic AI observability challenges. Implementing effective observability for AI agents and workflows is critical for ensuring that agents perform adequately and take appropriate and effective actions. It is also essential for mitigating financial waste and security risks. However, the unique nature of agentic AI technology complicates effective observability in several ways. The intrinsically nondeterministic nature of AI systems makes anomaly detection based on agentic workflows difficult, as does the subjective nature of deciding what an agent is “supposed to” do in response to a given prompt or request. Agents’ complex interactions with external tools, alongside the need to design observability systems that can identify agent problems and spur mitigations in real time, further complicate the task of agent observability. Currently, there are no simple solutions to these challenges. Yet, effective actions are available to enterprises for injecting observability into AI agents and workflows. “Ultimately, enterprises’ goal in the realm of AI agent observability should be ensuring that they collect the insights necessary to determine whether AI agents are supporting business goals without introducing undue costs or security risks,” says Chris Tozzi, adjunct research advisor with IDC’s IT Executive Programs (IEP). “And when agents fall short, enterprises must have the observability data they need to mitigate shortcomings within agentic systems.”

Table of Contents

7 Pages

Executive Snapshot

Key takeaways

Recommended actions

Situation Overview

The need for agentic AI observability

The challenges of effective agentic AI observability

Observing nondeterministic workflows

Determining what is “right”

Interpreting interactions with external tools

Managing agentic behavior in real time

Advice for the Technology Buyer

Implementing an agentic observability strategy

Tactics for AI agent observability success

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