ChatGPT Enterprise vs Cabinet: an honest comparison
ChatGPT Enterprise is a hosted assistant with strong models, admin controls, and your data kept out of training. Cabinet is a knowledge base you own and self-host, with bring-your-own-AI across providers and agents that write work to files you keep. One is a chat product, the other is a workspace you control.
Choose Cabinet if
- You want knowledge that persists as files you own, not chat history in a vendor's cloud.
- You want bring-your-own-AI across providers, not a single provider's models.
- You want scheduled agents and a team workspace, not only an interactive chat assistant.
Stick with ChatGPT Enterprise if
- You want the simplest path to one provider's latest models for your whole company, fully managed.
- You do not need self-hosting, file ownership, or multi-provider flexibility.
Open source · self-hosted · bring your own AI
The core difference
ChatGPT Enterprise is a chat product. Cabinet is a KB you own.
ChatGPT Enterprise gives your company managed access to frontier models with admin controls and a promise not to train on your data. The work happens in chat, in the provider's cloud.
Cabinet keeps your whole knowledge base as files you own, lets you bring model keys from any provider, and runs agents that read and write those files on a schedule, alongside live apps and a terminal.
ChatGPT Enterprise answers questions. Cabinet turns the answers into a knowledge base your team and its agents keep building.
Where Cabinet wins
Three things ChatGPT Enterprise cannot do
Work persists to files you own
In a chat product, the output lives in threads. In Cabinet, agents write to files on your disk, so the work becomes a knowledge base you keep, grep, git, and back up.
Bring your own AI, any provider
ChatGPT Enterprise is one provider's models. Cabinet routes to whichever providers you choose, with your own keys, so you are not locked to a single model vendor.
A workspace and agents, not just chat
Cabinet gives a team a shared knowledge base, scheduled agents, live apps, and a terminal, not only an interactive assistant to ask questions of.
Feature by feature
Cabinet vs ChatGPT Enterprise, side by side
The features that actually decide this, including the ones where ChatGPT Enterprise comes out ahead.
| Feature | Cabinet | ChatGPT Enterprise |
|---|---|---|
| Knowledge persists as files you own | Included | Not included |
| Self-hosted | Included | Not included |
| Bring your own AI across providers | Included | Not included |
| Scheduled agents that act on your files | Included | Partial |
| Shared team knowledge base | Included | Partial |
| Visualize web apps and dashboards | Included | Partial |
| Web terminal | Included | Not included |
| Frontier model quality out of the box | Partial | Included |
| Zero-setup managed service | Partial | Included |
| Data not used for training | Included | Included |
| Markdown files on disk | Included | Not included |
| Open source (MIT) | Included | Not included |
Being honest
When ChatGPT Enterprise is the better choice
- You want the simplest managed access to one provider's frontier models for everyone, with admin controls.
- Chat is the primary interface and you do not need work to persist as files you own.
- Self-hosting and multi-provider AI are not requirements.
From the field
IllustrativeChatGPT Enterprise answered questions well, but nothing it produced stayed put. Cabinet made the answers into a knowledge base we own, with agents that keep writing to it.
Questions
Cabinet vs ChatGPT Enterprise, answered
Is Cabinet a ChatGPT Enterprise alternative?
For teams that want an owned, self-hosted knowledge base with bring-your-own-AI and agents that persist work, yes. ChatGPT Enterprise is simpler if you only want managed chat on one provider's models.
Can Cabinet use OpenAI models?
Yes, plus other providers, with your own keys. You are not locked to a single model vendor.
Does Cabinet keep my data private?
Yes. Cabinet is self-hosted with your own keys, and your content is never used to train a model.
Is Cabinet open source?
Yes, under the MIT license.
Own your knowledge. Keep your AI. Start free.
Run Cabinet in minutes, or get a guided walkthrough. Your files, your models, your infrastructure.