Rivora or ChatPRD: which fits your product team?
Choose ChatPRD when you want to write and review product documents quickly, from templates, and send them to your tools. Choose Rivora when the hard part is what the document should say about your established product: Rivora gets the answers from the people who know, keeps them, and has your team check every part.
Checked on 10 November 2026 against ChatPRD's own website, pricing page and release notes.
What is ChatPRD best at?
ChatPRD is an AI tool for product managers, engineers, designers and founders. On its own pages it offers:
- more than 50 templates for PRDs, user stories, one-pagers and more, plus your own;
- scorecards and reviews that critique each document;
- projects with saved knowledge, and shared projects and templates for teams;
- context from GitHub and Slack, export to Confluence, Notion and Google Drive, and Jira through an Atlassian connector;
- an MCP server, so coding agents such as Claude Code, Cursor and Codex can read the spec.
If your question is "how do I get a good PRD written today?", ChatPRD is built for it.
What is Rivora best at?
Rivora Connect is an AI product brain for product teams on established software. Design each feature in its workflow, and every answer adds to its memory.
- It asks the people who know. Rivora drafts each part of a feature's solution and raises the questions it can't answer. Your experts answer once.
- Your team checks every part. A person approves each part, sends it back with a comment, or edits it. Only approved parts feed the parts that follow.
- Decisions keep their scope. Each decision records where it applies, where it came from and who confirmed it. A rule for one client stays with that client.
- The approved plan goes to the builders. One epic per feature. Stories go to Jira only after a person approves them. Approved work goes to coding agents such as Claude Code, Cursor and Codex, with the decisions and rules attached.
How do they compare?
| ChatPRD | Rivora | |
|---|---|---|
| Starts from | A template and what you tell it | One feature request, plus your code, documents and notes |
| Main question it answers | How do I write this document well, fast? | How should this feature work on our product, given everything we've decided before? |
| Where answers come from | You, your project knowledge and connected tools | Your code and documents, plus the people who know, confirmed by your team |
| Checked by | You, with AI scorecards | A person approves each part |
| Kept for next time | Project knowledge and saved documents | Each decision and rule, with where it applies and who confirmed it |
| Best fit | PMs and founders who want documents written faster | Product teams on established software, where a few people hold the answers |
When is ChatPRD the better choice?
When you know the answers and need the document written, reviewed and shared quickly, or you're a PM writing many documents across products.
When is Rivora the better choice?
When the answers aren't in your head: the product has been live for years, is set up differently for different clients, or depends on a few people who know how it all works.
Questions
- Can one person use Rivora?
Yes. A product manager or a founder can use Rivora to keep all of a product's context together, and checked.
- Does Rivora write PRDs?
Rivora drafts nine parts per feature, from the executive summary to the delivery backlog. You can export approved parts as Markdown or as a PRD.
Bring one real feature you're planning in the next month.