Deploying a custom AI agent into production typically takes 4 to 12 weeks, depending on complexity, data readiness, and integration needs.

For simple AI agents (such as chat or task automation agents), deployment can happen within 3–4 weeks. This includes requirement definition, model selection, basic training, testing, and rollout.

Moderately complex AI agents that integrate with CRMs, ERPs, or internal systems usually require 6–8 weeks. Time is spent on data preparation, system integration, security checks, and user acceptance testing.

Enterprise-grade AI agents with multiple workflows, real-time decision-making, compliance requirements, and human-in-the-loop controls can take 8–12+ weeks to deploy. These projects also include governance setup, explainability, and performance monitoring.

Working with an experienced AI agent development company can significantly reduce deployment time by using reusable frameworks, proven architectures, and best-practice MLOps pipelines.