Normalize themes
Similar comments are represented by one concise customer-problem label.
Free MVP learning tool
Feedback Theme Analyzer
Group qualitative feedback into recurring themes and rank opportunities using mention frequency, severity and customer impact.
- Calculated instantly from your inputs
- No signup or data submission
- A focused next step for MVP planning
Your entries remain in this browser session and are not sent to MVPHub.
Your inputs
Turn feedback into a ranked learning backlog
Enter Theme | mentions | severity 1–5 | impact 1–5, one per line.
Your calculated result
Your result
0/100
Planning score
Recommended next actions
How it works
Calculate priority
Frequency contributes 40%, severity 35% and affected-customer impact 25%.
Rank opportunities
The highest score becomes the first theme to investigate, not an automatic feature commitment.
Frequently asked questions
Does this read raw feedback automatically?
No. You enter themes synthesized from the feedback you reviewed.
How is priority calculated?
Normalized frequency, severity and impact are weighted 40/35/25.
Does frequent mean important?
Not always. Severity and impact prevent minor common comments from dominating automatically.
Should every theme become a feature?
No. Themes describe problems; validate causes and possible responses first.
How we compare
| Capability | MVPHub | Dovetail | Productboard |
|---|---|---|---|
| Guided frequency/severity inputs | ✓ | ✓ | ✓ |
| Transparent weighted priority | ✓ | — | ✓ |
| Instant ranked theme list | ✓ | ✓ | ✓ |
| Explicit opportunity next step | ✓ | ✓ | ✓ |
MVPHub ranks manually summarized themes for a quick MVP decision. Dovetail and Productboard centralize larger feedback collections and connect insights to ongoing product workflows.