Is a ChatGPT project enough to give your team shared product context?
A ChatGPT project is enough when a person or a small group needs ChatGPT to work from the same chats, files and instructions. When a product team needs decisions and rules that the people who know have confirmed, kept current feature after feature, add Rivora: it keeps that shared product memory as your team designs each feature, and ChatGPT reads each feature's approved plan through Rivora.
Checked on 10 November 2026 against OpenAI's own ChatGPT help centre.
What is a ChatGPT project good at?
A project in ChatGPT keeps related chats, files and instructions together, so ChatGPT works from the same context each time. From OpenAI's own help pages:
- project files and instructions guide every chat in the project, and a useful answer can be saved back as a project source;
- links to Google Drive files and Slack channels can be added as sources;
- projects can be shared on every plan, with chat or edit access for each person;
- a shared project uses project-only memory: it draws on the project's chats and files, and not on each member's own memories;
- connected apps work inside project chats, including Rivora.
For drafting, research and recurring work with the right material to hand, a project works well. Keep using it.
Where does a project stop for a product team?
A project holds what people put in it: the files they added, the instructions they wrote, the chats they had. On an established product, the knowledge that matters most changes one feature at a time, and much of it was never in a file:
- a rule for one client, agreed in a meeting;
- a decision that replaced last quarter's decision;
- the module that's still in the code but no longer used.
Someone has to notice, write it down and update the project. A shared project shares the material. The team still needs to know which answers were confirmed, by whom, and where they apply.
What does Rivora add to ChatGPT?
- Memory the team confirms. Rivora keeps decisions, rules and clarifications from designing each feature. Each decision records where it applies, where it came from and who confirmed it.
- Checked before anyone builds. A person approves each part, sends it back with a comment, or edits it.
- Read from inside ChatGPT. Rivora is in the Claude and ChatGPT directories. Sign in from ChatGPT, find a feature your team approved, and read its approved parts, sources and open questions.
- To coding agents too. Approved work goes to coding agents such as Claude Code, Cursor and Codex, with the decisions and rules attached.
You work it through in ChatGPT. Rivora keeps what your team confirmed.
How do they compare?
| ChatGPT project | Rivora | |
|---|---|---|
| Holds | Chats, files, instructions and linked sources people added | Decisions, rules and clarifications your team confirmed, each with its scope and who confirmed it |
| Kept current by | Whoever updates the files, sources and instructions | Designing each feature: answers are confirmed and old ones replaced |
| Shared with | Invited people, a group or a link, with chat or edit access | Your product team, in your workspace |
| Checked by | The people using it | A person approves each part |
| Together | Reads each feature's approved plan from Rivora | Gives ChatGPT and coding agents the approved plans |
When is a ChatGPT project the better choice?
For one person's or one group's drafting, research and recurring tasks, or for a small team where everyone is across every decision and the reasons behind it.
When should a team add Rivora?
When several people and several AI tools need the same confirmed answers about an established product, and those answers keep changing.
Questions
- Is Rivora a ChatGPT competitor?
No. People work things through in ChatGPT; Rivora keeps what the team confirmed, and ChatGPT reads the approved plans from it.
- Can ChatGPT ask Rivora questions about our product?
Today ChatGPT reads your team's approved feature plans through Rivora. Short answers to any product question, from approved memory with sources, are in development.
- Is this different for Claude?
It works the same way. See Rivora and Claude Projects.
Bring one real feature you're planning in the next month.