When it is enough
When a loose GPT is enough
Internal drafts, brainstorming or an FAQ with no customer operations.
vs AI chat
A widget on a model, a loose agent or “ask ChatGPT about your brand” returns text. It does not operate the catalog, open an appointment or hand history to a human with the ad that started the contact.
ChatGPT wrappers Loose agents Generic copilots
It takes a prompt, calls a model, returns text. Sometimes it has RAG over a PDF. The product is the answer. The journey is someone else’s job — if it exists.
Converse, create, understand and optimize inside the experience. It serves on the asset, classifies intent, suggests the next step and transfers to a person. It is not sold as “we have GPT”.
Side by side
| Criterion | Loose AI | MEXA |
|---|---|---|
| Object | The message and, sometimes, a document. | The asset, the channel, the campaign and the history. |
| Channels | A widget or an API. | WhatsApp, Instagram Direct, Messenger, web, content. |
| Handoff | “Talk to a human” with no context. | The advisor receives intent, the card and the path. |
| Outcome | A plausible answer. | A quote, an appointment or an actionable classification. |
Third-party product names are trademarks of their owners. This page compares tool categories; it is not a partnership or a paid ranking.
After the click
When it is enough
Internal drafts, brainstorming or an FAQ with no customer operations.
When to move to MEXA
When the model talks about products that are not in the catalog, cannot book and the team cannot see what it answered.
Yes. Integrated into converse, create, understand and optimize. It is not a separate AI product.
The AI sees the asset, the channel and the history, and can trigger a quote, an appointment or a human — not just a paragraph.
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Wati, Respond.io and other WhatsApp Business inboxes solve routing, templates and agents. The limit is the same: the chat is not the catalo…
ManyChat, Tidio or Chatfuel automate replies on Instagram, Messenger or the web. Useful. Not enough when the bot cannot see the catalog, th…
In the demo the AI qualifies on a product card and hands off the thread with context.
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