Purpose
Evaluate whether to invest more, iterate on, or sunset existing features — using adoption data, engineering costs, and strategic alignment to make rational feature portfolio decisions.
Application
Turn 1: Feature Context
Agent asks: "Which feature are you evaluating? Tell me about it."
- Feature name and purpose
- When it launched
- Target user segment
Turn 2: Adoption Data
Agent asks: "What do the numbers say?"
- % of users who use this feature (adoption)
- Frequency of use (daily/weekly/monthly)
- Impact on retention (do users who use it retain better?)
- Revenue attribution (does it drive upgrades?)
- Support load (does it generate tickets?)
Turn 3: Investment Assessment
Agent asks: "What does it cost to maintain and improve?"
- Engineering time spent on maintenance
- Bug volume
- Requested improvements backlog
- Competitive necessity (do competitors have it?)
Output: Investment Recommendation
# Feature Investment Assessment: [Feature Name]
## Scorecard
| Dimension | Score (1-5) | Evidence |
|-----------|-----------|---------|
| Adoption | [#] | [% users, frequency] |
| Retention Impact | [#] | [Cohort comparison] |
| Revenue Impact | [#] | [Upgrade correlation] |
| Strategic Alignment | [#] | [Fits current strategy?] |
| Maintenance Cost | [#] | [Eng hours/sprint] |
| **Total** | **[#/25]** | |
## Recommendation: [Invest / Iterate / Maintain / Sunset]
### If Invest (Score >18)
- [ ] Allocate [X] sprints for improvement
- [ ] Target metric: [Increase adoption from X% to Y%]
### If Iterate (Score 12-18)
- [ ] Run [specific experiment] to test improvement
- [ ] Revisit in [X weeks]
### If Maintain (Score 8-12)
- [ ] Bug fixes only, no new investment
- [ ] Monitor for decline
### If Sunset (Score <8)
- [ ] Plan EOL communication
- [ ] Migrate users to alternative
- [ ] Use `skills/launch/eol-message/SKILL.md`
References
Related Skills
skills/analytics/funnel-analysis/SKILL.md— Usage dataskills/growth/retention-deep-dive/SKILL.md— Retention impactskills/launch/eol-message/SKILL.md— If sunsetted
Skill type: Interactive Domain: Growth & Optimization