Production AI Agent Development
AI agents should not be uncontrolled LLM loops. Production AI agents follow a structured architecture: trigger, context, reason, select tool, validate, human approval when required, execute, verify, log, and monitor.
NorthFlow builds AI agents that understand, investigate, and execute real business workflows with human-in-the-loop control.
Production AI Agent Architecture
This structured approach prevents uncontrolled behavior and ensures every action is auditable.
Business event, user request, scheduled task, or system signal
Retrieve relevant data, customer history, business rules, and state
AI analyzes context, determines intent, and plans next steps
Choose appropriate API, database, or business operation
Check permissions, schema, business rules, and safety constraints
Require human signoff for sensitive or uncertain actions
Perform the bounded action against the target system
Confirm the action succeeded and produced expected outcome
Record complete audit trail with context, decision, and result
Track performance, costs, errors, and success rates over time
What AI Agents Can Do
Tool Calling
Production AI agents use structured tool calling to interact with business systems safely.
Human Approval Workflows
Not every action should be automatic. Production AI agents know when to ask for approval.
Sensitive Actions
Refunds, cancellations, data deletions, and high-value transactions require explicit human approval.
Policy Violations
When a requested action conflicts with defined business rules or compliance requirements.
Commercial Exceptions
Discounts, custom terms, or requests outside standard authorization levels.
Low Confidence
When the AI's confidence in its decision falls below a defined threshold.
First-Time Actions
When an agent performs a new type of action that hasn't been validated at scale.
Observability and Evaluation
You cannot improve what you cannot measure. Production AI agents are built with monitoring from day one.
Working Examples
See production AI agents in action with synthetic business data.
AI Revenue Agent
Autonomous revenue operations system that monitors lead pipeline, researches prospects, qualifies opportunities, drafts personalized outreach, and proposes CRM actions with human approval.
Try AI Revenue Agent →AI Operations Agent
Operations workflow automation that processes information, makes decisions, takes actions, and knows when to involve humans. Demonstrates multi-step reasoning and tool execution.
Try AI Operations Agent →Related Services
Discuss Your AI Agent System
Tell us about the multi-step workflow you want to automate with AI agents. We'll review the complexity, integration requirements, and approval workflow.
Tell us what needs to work better.
Give us the current workflow, the systems or people involved, and what you want to improve. We'll review the context and determine where AI agents could genuinely help.
Prefer to reach out directly?
Have a workflow worth rebuilding?
Tell us what happens today, which systems are involved and what needs to improve. NorthFlow will review the workflow and suggest a suitable next step.
Founder-led delivery · Existing systems first · Available internationally