By Nestack Agent Care, from nestackagents.com
Many companies now run AI agents for invoice processing, customer support, HR screening and sales follow-up. Building the first agent is the easy part. Keeping it reliable, compliant and cost-effective after launch is where most teams struggle. That ongoing work is called managed AI agent operations.
A production AI agent is more than a prompt. It has goals, workflows, tools, a large language model, evaluations, guardrails, human review and business outcomes. Any of these layers can drift or fail. Managed AI agent operations means watching all of them together, coordinating incidents, tracking costs and reporting results, so failures, policy risks and performance drift are caught before they reach customers.
Nestack Agent Care runs agents through a simple loop: Onboard, Observe, Respond, Improve and Verify. Agents are instrumented, watched around the clock, incidents are turned into fixes, improvements are checked to make sure they hold, and an audit-ready monthly scorecard is delivered that a board or regulator can read.
When an agent misbehaves, nobody improvises; the team follows a procedure. An alert, failed evaluation, guardrail event or human reviewer flags a risky session. For a severe (SEV-1) incident, the affected workflow is paused, the risky tool is restricted or the agent is moved into an agreed safe mode. The team then correlates the goal, retrieval, plan, tool, model, evaluation and guardrail records to find the earliest decision that caused the problem, applies the runbook fix, and verifies it with targeted evaluations before restoring autonomy. A post-incident review is completed within five business days.
Risks differ by sector. An accounting agent must not create financial errors; a healthcare agent must protect patient safety; a logistics agent must not affect delivery safety. Nestack Agent Care maintains 23 industry playbooks and a catalogue of more than 5,800 failure modes, with a 30-minute response target for critical incidents.
Agent Care is priced per agent, per month, so you pay only for the AI agents actively running in production.
Learn more about managed AI agent operations at Nestack Agents, or visit Nestack Technologies.