What Are AI Agents?

If you’ve spent any time online lately, you’ve probably heard the buzz: AI agents are the future. Tech CEOs are talking about them. Tools are being rebranded around them. And headlines are throwing around terms like “autonomous workflows” and “self-driving back offices.”

But what is an AI agent, really? And what does it mean for finance and accounting teams?

Let’s break it down.

The Simple Definition

An AI agent is a software system that can act autonomously toward a goal using AI.

In plain terms, it’s an AI that doesn’t just respond to a single command, it can plan, make decisions, and carry out multiple steps without needing constant human input.

Think of it like this:

  • A tool does what you tell it.
  • An AI agent figures out what needs to be done and does it (with some guardrails).

From Chatbots to Agents

We’re used to chatbots and AI tools that need specific prompts:

“Summarize this report”
“Draft an email reply”
“Classify these transactions”

AI agents go further. Instead of responding to one-off requests, they pursue broader objectives like:

“Reconcile last month’s expenses”
“Monitor for unusual transactions”
“Prepare the board report using the latest financials”

And they can:

  • Decide which tools or data sources to use
  • Break the task into steps
  • Loop through errors or incomplete data
  • Ask for help only when needed

How They Work

Most AI agents today are built using large language models (LLMs) like GPT-4, paired with tools (like web browsers, APIs, or Excel files), memory (to track progress), and scripting logic.

They’re not magic. They’re basically intelligent workflows powered by AI that can self-direct.

They often rely on:

  • Planning engines to break down tasks
  • Action modules to do things (click, write, fetch, sync)
  • Feedback loops to check their work and adapt

In accounting, this might mean:

  • Pulling sales reports from different platforms
  • Cleaning and formatting CSVs
  • Updating journal entries in a master workbook
  • Flagging any discrepancies for review

AI Agents in Accounting

Right now, most AI agents are early-stage. The promise is huge but the real-world execution still requires supervision and tight scoping.

The dream:
“An AI agent closes my books every month.”

The reality (for now):
“An AI agent can help with some steps, if well-defined, with human review in the loop.”

But even in this early phase, AI agents are already helping automate:

  • Data extraction and cleaning
  • Entry generation
  • Email drafting for client requests
  • Alerting on anomalies

The Cultural Shift

Here’s the real takeaway: AI agents won’t just automate tasks, they’ll shift how we think about work.

Accountants are trained to check boxes and follow rules. AI agents thrive on iteration, messiness, and exploration. That can feel uncomfortable, but it’s also the path to a more strategic, less manual future.

Just like Excel didn’t eliminate work but changed the way we calculate, AI agents won’t replace accountants, they’ll expand what we’re capable of.

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