Agentic AI: The Next Step

By John Martines · March 19, 2026 · 9 min read

Autonomous AI agents that take actions, not just generate text. What this means for business automation.

For the past year, AI has mostly been a tool you ask questions to. You type, it responds. But that's changing rapidly. A new category of AI called agentic AI doesn't just answer your questions — it takes actions on your behalf, across multiple steps, using multiple tools, with almost no human instruction between steps.

For SMBs in NEPA, this shift is going to be significant. We're moving from "AI that helps you work" to "AI that does the work."

Regular AI vs. Agentic AI: The Key Difference

Chat AI (What You're Probably Using Now)

Traditional AI assistants like ChatGPT or Claude work in a simple loop:

  • You ask a question
  • The AI responds
  • You read it, decide what to do, and then ask the next question

You're the director. The AI is a consultant giving you advice. This is useful, but you're still doing the actual work.

Agentic AI (The New Paradigm)

Agentic AI works differently:

  • You describe a goal
  • The AI breaks it into steps
  • The AI executes those steps using whatever tools it needs — email, APIs, file systems, databases
  • When the AI is unsure, it asks you; otherwise, it keeps going
  • It reports back with results

You set the objective. The AI figures out how to achieve it.

What Agentic AI Actually Does: Real Examples for Your Business

Research Agent

You ask: "Research our top 5 competitors and create a one-page summary of their pricing, features, and recent company updates."

The agent does: Searches the web, visits websites, reads LinkedIn, pulls PDFs, synthesizes findings, and delivers a formatted summary — all in minutes.

Inbox Dispatch Agent

Scenario: Your business gets 50+ support emails daily. An agentic AI monitors your inbox, categorizes emails, drafts responses to common questions, routes complex issues to the right person, and flags urgent matters.

Your team reviews and sends. The agent handles the work of triage and drafting.

Invoice Processing Agent

Scenario: Vendors send PDFs, images, and emails with invoices. The agent:

  • Reads all incoming invoices (PDF, photo, email attachment)
  • Extracts line items, totals, vendor details, due dates
  • Checks for duplicates or errors
  • Codes them to the right GL accounts
  • Feeds them into your accounting software
  • Flags anything unusual

What once took your accounting team 8 hours per week now takes 30 minutes for review and approval.

Inventory Agent

Scenario: An agentic AI monitors your inventory system 24/7. When stock of a key item drops below threshold, it automatically logs into your supplier portal, checks pricing and availability, compares against competitors, drafts a purchase order, and emails it to you for approval. All before you've had your morning coffee.

How Agentic AI Works Under the Hood

Planning

The agent receives a goal, thinks about what steps are needed, and creates a plan. "To research competitors, I need to: 1) Search for company info, 2) Visit their websites, 3) Check pricing pages, 4) Summarize findings."

Tool Use

The agent has access to tools: web search, email, file storage, APIs, databases. It knows which tool to use for each step.

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