Autonomous workflows. Not chatbots.
Agents that read your systems of record, take action with explicit guardrails, and escalate to humans on defined conditions. Deployed where the cost of human review has become the bottleneck — not the safety net.
What "agentic" actually means in production.
An agent is a system that can plan, take steps, observe results, and adjust — without a human in every loop. The interesting part for a business isn't the buzzword; it's what gets bounded. A useful production agent has a narrow job, a defined set of tools, an enumerated escalation list, and a complete audit log of every action it took. Anything beyond that is theater.
Operations bottlenecks where the cost of human review is the constraint.
L1/L2 IT support resolution
Password resets, license assignments, group adds, MFA reenrollments, basic device troubleshooting. The agent runs the runbook, posts the ticket, and escalates anything outside the runbook to a human queue.
Order & quote processing
Email-in PO extraction, distributor catalog lookup, quote draft, approval routing. Human reviews the final price and clicks send. Cycle time goes from hours to minutes.
Vendor & contract intake
New vendor packets — W-9, COI, security questionnaire — collected, validated, routed to legal and security in parallel. Status posted back to the requestor automatically.
Renewal & license management
Subscription tracking, usage analysis, renewal recommendation, quote retrieval, calendar holds for review meetings. The human decides; the agent does the gathering.
What we always build in.
- Tool allowlists — agents can only call APIs and systems we explicitly authorize. No general "internet access" for production agents.
- Action ceilings — dollar limits, record-count limits, frequency limits. Anything above the ceiling escalates.
- Human-in-the-loop conditions — explicit list of cases that always require a human approval, regardless of model confidence.
- Full audit log — every prompt, every tool call, every observation, every action — stored and queryable. If a regulator asks why the agent did something, you can answer.
- Reversibility — irreversible actions (deletes, sends, payments) require an additional confirmation step or a human sign-off, depending on dollar value.
Where agentic AI is a bad idea.
Customer-facing autonomous agents that make commitments on the company's behalf. Agents that take irreversible actions on systems without idempotency. Agents whose only job is to look impressive in a demo. We've seen all three; none of them survive contact with a real operations team.