Agents handle
- Ambiguous inputs
- Document analysis
- Routing decisions
Automation architecture
Design automations where agents handle judgment, workflows enforce structure, and people stay in control of high-stakes review.
Automation architecture
Agents are useful where work requires interpretation, synthesis, or context. Structured workflows are useful where the business needs repeatability, approvals, logging, and predictable execution. The best operating model uses both.
Method
The work moves from current-state reality to a redesigned operating model, then into a practical path for engineering, governance, training, and measurement.
Identify which steps need AI reasoning and which steps should stay deterministic.
Define when the system can continue, when it needs review, and who owns unresolved exceptions.
Plan how agents and workflows interact with CRMs, ERPs, ticketing tools, document stores, and internal APIs.
Coverage
Understand the capabilities involved, the operating contexts where they apply, and the decisions teams should make before moving into implementation.
FAQ
It is the process of redesigning an automation so AI agents, deterministic workflows, system integrations, approvals, and human review work together reliably.
Use an agent where the work requires judgment, interpretation, synthesis, or tool use across messy context. Use deterministic workflow steps where the business needs repeatability and control.
The workflow should include approval thresholds, permissions, logs, exception routing, test cases, and clear limits on what the agent can do without a person.
Yes. AJAIA is model- and platform-aware, but the right architecture depends on the workflow, data, security model, and systems that need to be connected.
Related paths
Use these pages to compare the broader operating model, service scope, implementation paths, and adoption support.
Share the workflow, team, or business problem you want to improve. Ajaia will help you decide whether to start with mapping, audit, roadmap, training, or implementation.
Talk to Ajaia ->