Rivora or Dovetail: which does your product team need?
Choose Dovetail when you need to understand what customers say across calls, tickets and interviews, with evidence behind every insight. Choose Rivora when you know what to build and the hard part is how it works on your established product, with the answers from the people who know, checked by your team and kept; they do different jobs, so many teams could use both.
Checked on 10 November 2026 against Dovetail's own website, pricing page and changelog.
What is Dovetail best at?
Dovetail describes itself as a customer context layer. On its own pages it offers:
- feedback from more than 30 sources, such as sales calls, support tickets, surveys and reviews;
- Channels, which group feedback into ideas and rank them by customer and business impact;
- chat with cited answers from customer evidence, and agents that find needs, gather evidence and draft requirements;
- sending work to Jira and Linear, and to Claude and Cursor through its MCP connectors;
- automatic redaction of personal information.
If your question is "what are customers telling us, and how much does it matter?", Dovetail 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.
- The approved plan goes to the builders. 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?
| Dovetail | Rivora | |
|---|---|---|
| Starts from | Customer calls, tickets, interviews and surveys | One feature request, plus your code, documents and notes |
| Main question it answers | What do customers need, and how much does it matter? | How should this feature work on our product, given everything we've decided before? |
| Evidence comes from | Your customers | Your code and documents, plus the people who know your product |
| AI output | Cited insights, ranked ideas, drafted requirements | Nine parts per feature, each showing the sources it used and checked by a person |
| Best fit | Teams making sense of a lot of customer feedback | Product teams on established software, where a few people hold the answers |
When is Dovetail the better choice?
When the work is research and feedback: understanding customers and deciding what matters to them. Rivora doesn't analyse customer feedback.
When is Rivora the better choice?
When the feature is decided and the questions are about your own product: which rules apply, what was decided before, what the code already does.
Can you use both?
Yes. Dovetail can show what customers need. Rivora designs how it works on your product, and keeps the answers for the next feature.
Questions
- Can Rivora use our customer research?
Yes, as a source. Add the document or Confluence page, and each part shows the sources it used.
- Is Rivora a research repository?
No. Rivora keeps the decisions, rules and clarifications your team confirms while designing each feature.
Bring one real feature you're planning in the next month.