The word agent has been applied to so much software this year that it has stopped carrying information. Vendors use it for chat widgets, for retrieval over a help centre, for a prompt with a nice avatar. Buyers, reasonably, have started ignoring it.
There is a clean test that survives the marketing. At the end of the conversation, look at your database. If a row changed — an order was cancelled, a return was opened, a plan was switched, a credit was applied — you were talking to an agent. If nothing changed, you were talking to a search box that types.
A chatbot moves work around. It answers a question a person then has to act on, and the ticket often arrives anyway, now with more context and the same amount of human time attached. An agent removes the work. Only one of those shows up in a staffing plan.
Retrieval is table stakes, not the product
Most of what is sold as agentic is retrieval with better manners: index the docs, find the closest passage, restate it in the brand voice. That is genuinely useful and it is genuinely not new. It has also been thoroughly commoditised — the gap between the best and worst implementation of "answer from the help centre" is now measured in a few percentage points.
What has not been commoditised is the second half: connecting the answer to the systems the answer is about. Reading the order. Starting the return. Moving the delivery date. That half is where the integration work lives, which is exactly why so few products do it and so many claim to.
Three questions that settle it in a demo
Sales demos are built to hide this distinction, so ask directly:
The uncomfortable part
Agents are more valuable than chatbots for exactly the reason they are harder to deploy: they can do damage. A chatbot that hallucinates produces a bad sentence. An agent that hallucinates produces a refund.
That is not an argument against agents. It is an argument for the boring infrastructure around them — permissions, approval gates, run traces, cost caps — which is unglamorous, is what separates a demo from production, and is the part almost nobody wants to build twice.
Ask what changed in the database. It is the only agent definition that cannot be answered by a better prompt.
If you'd rather not build this yourself, that's what our products are for — storefronts, SaaS boilerplates, marketplaces, and support agents, already written and ready for your stack.
Golam Mostafa writes every product in the Reevix catalog, and answers its support. Get every deep-dive and every product with All-Access.