What is an AI agent?

An AI agent is a system that uses a language model to work towards a goal over multiple steps, typically by deciding which tools or actions to use along the way.

The word is used loosely. In customer support it usually means something more capable than a question-answering bot — a system that can look things up, take an action, or decide to escalate, rather than only replying.

Why it matters

The distinction matters when buying. A system described as an "agent" may be able to act on your systems, which is powerful and also a much larger security and correctness question than answering from published content.

Examples

  • A support agent that retrieves an order status, then issues a refund.
  • A research agent that searches, reads, and writes a summary.
  • A representative that answers from a website and escalates when it cannot.

Not the same as

Customer service agent

In support, "agent" traditionally means a human on the team. Context usually makes it clear, but vendors trade on the ambiguity.

Related

term

What is AI customer service?

AI customer service means answering customer questions with a language model rather than a person. The useful implementations are grounded in a specific business's own content; the poor ones let a general model improvise, which produces confident answers that are wrong.

term

What is RAG (retrieval-augmented generation)?

RAG is what separates a chatbot that knows your business from one that guesses. Documents are split into passages and indexed by meaning; each question retrieves the closest passages, and the model is instructed to answer only from them.

industry

AI customer support for SaaS companies

SaaS support is dominated by questions your documentation already answers: what a plan includes, whether a feature exists, how an integration works. RubyRep reads your docs, pricing and changelog and answers those on the site, so trial users get unblocked in seconds instead of waiting on a ticket.

industry

AI customer support for real estate

Property enquiries arrive at night and on weekends, and the first agent to reply usually wins the viewing. RubyRep answers questions about listings, fees and the buying or renting process from your own site, then hands warm enquiries to an agent with the contact options you set.

use case

Answer customer questions from your own content

Answering questions well means answering them from something true. RubyRep retrieves the relevant passages from your site before it writes anything, and cites the page it used, so an answer can always be checked.

term

What is AI customer service?

AI customer service means answering customer questions with a language model rather than a person. The useful implementations are grounded in a specific business's own content; the poor ones let a general model improvise, which produces confident answers that are wrong.

RubyRep is this, applied to your website.

Give it your URL and it reads your pages, then answers your customers from them.

Train My RubyRep