06 — Synthesize Insights → Decision
Purpose: Use Swift CNS Insights to synthesize all learnings into a clear go/no-go decision
Outcome: Make a data-driven decision about what to build (or pivot) based on Swift CNS Insights
Audience: PM / Dev / Both
Time: 1-2 hours
Prerequisites: 05 — Extract Key Learnings - Learning Cards created in Swift CNS
Learning Outcomes
By the end of this chapter, you will be able to:
Use Swift CNS Insights to view aggregated learnings
Synthesize learnings from multiple Learning Cards
Assess overall risk and opportunity
Make a clear go/no-go decision
Document the decision and rationale in Swift CNS
Jobs-to-Be-Done
When: I have analyzed experiment results and created Learning Cards in Swift CNS
I want: To synthesize insights and make a decision using Swift CNS Insights
So that: I can proceed with building or pivot to a better direction
Inputs
Learning Cards from 05 — Extract Key Learnings in Swift CNS
Hypothesis status for all tested hypotheses
Experiment results and analysis
Problem statement and value proposition
Activities
1. Access Insights in Swift CNS
Navigate to Insights:
Go to your project in Swift CNS
Click the "Insights" tab
Or go to global Insights page (from main nav)
What You'll See:
Aggregated insights from all Learning Cards
Insights organized by topic
Status: validated or invalidated
Tags and categories
Links to source Learning Cards
2. Review Aggregated Insights
In Swift CNS Insights:
All Insights: View all insights across all Learning Cards
Filter by Status: Validated, Invalidated, Inconclusive
Filter by Tags: Filter by topic or category
Sort: Most recent, most relevant, etc.
Insights Summary:
Total number of insights
Number of validated cards
Number of unique tags
Number of Learning Cards
What to Look For:
Patterns across multiple insights
Contradictions or confirmations
Strong signals vs. weak signals
Surprises or unexpected findings
3. Synthesize All Learnings
Combine Learnings from All Learning Cards:
Questions to Answer:
What validated?
What invalidated?
What's still unknown?
What patterns emerged?
What surprised you?
Example Synthesis:
Validated:
- Technical approach is viable (AI can generate useful insights)
- Market interest exists (23% conversion, below target but present)
Invalidated:
- Value proposition needs refinement (users hesitant about commitment)
- Pricing model unclear (no clear willingness to pay signal)
Unknown:
- Long-term usage patterns
- Competitive position
Patterns:
- Interest exists but commitment is low
- Technical feasibility is high
- Need to clarify ongoing value
Surprises:
- Users liked AI insights more than expected
- Commitment was lower than expected4. Assess Overall Risk and Opportunity
Risk Assessment:
High Risk: Critical assumptions invalidated
Medium Risk: Some assumptions unclear
Low Risk: Most assumptions validated
Opportunity Assessment:
High Opportunity: Large market, strong need
Medium Opportunity: Moderate market, clear need
Low Opportunity: Small market, unclear need
In Swift CNS:
Review insights to assess risk
Consider validated vs. invalidated assumptions
Evaluate market opportunity
Consider competitive position
5. Make the Decision
Decision Framework:
Are critical assumptions validated?
Is the risk acceptable?
Is the opportunity sufficient?
Do we have a clear path forward?
Decision Options:
Go: Proceed to build MVP
No-Go: Don't build, pivot or stop
Pivot: Change direction based on learnings
More Learning: Need more experiments
Document Decision in Swift CNS:
Use chat conversation to document decision
Create a Learning Card for the decision
Or document in project notes
Include rationale and next steps
6. Plan Next Steps
Based on Your Decision:
If Go:
Document decision in Swift CNS
Proceed to Build the MVP
Use validated learnings to inform build
Address any remaining risks
If No-Go:
Document decision in Swift CNS
Document learnings for future reference
Consider other ideas or problems
If Pivot:
Document decision in Swift CNS
Refine value proposition or approach
Test new direction (start new chat)
Iterate based on learnings
If More Learning:
Document decision in Swift CNS
Design additional experiments
Test remaining assumptions
Revisit decision after more data
Apply It Now
Task: Synthesize insights and make your decision using Swift CNS
Navigate to Insights in Swift CNS
Review aggregated insights from all Learning Cards
Synthesize all learnings (what validated, what invalidated, patterns)
Assess overall risk and opportunity
Apply decision framework
Make a clear decision (Go/No-Go/Pivot/More Learning)
Document decision and rationale in Swift CNS
Plan next steps based on decision
Artifact: A decision documented in Swift CNS with:
Decision (Go/No-Go/Pivot/More Learning)
Rationale
Synthesized learnings
Risk and opportunity assessment
Next steps
Artifacts
You'll create in Swift CNS:
Decision documented (in chat or Learning Card)
Synthesis of learnings
Risk and opportunity assessment
Next steps plan
Worked Example
Situation: Synthesizing insights for retrospective tool in Swift CNS
Steps in Swift CNS:
Navigate to Insights tab in project
Review Aggregated Insights:
8 insights from 2 Learning Cards
2 validated cards
16 unique tags
Synthesize Learnings:
Validated: - AI approach is technically viable - Market interest exists (23% conversion, below target but present) Invalidated: - Value proposition needs refinement (users hesitant about commitment) - Pricing model unclear Patterns: - Interest exists but commitment is low - Technical feasibility is high - Need to clarify ongoing valueAssess Risk and Opportunity:
Risk: Medium (technical validated, market needs refinement)
Opportunity: Medium (market exists but needs refinement)
Make Decision:
Decision: Pivot - Refine value proposition, test again
Rationale: Technical approach is viable and interest exists, but value proposition needs refinement before building
Document Decision in Swift CNS chat or Learning Card
Plan Next Steps:
Refine value proposition
Test refined value proposition
Revisit decision after additional tests
Result in Swift CNS:
Decision documented
Rationale clear
Next steps planned
Ready to iterate
Checklist
Before proceeding, verify:
Self-Assessment
Where do you view aggregated insights in Swift CNS?
What decision options do you have? (Select all)
What should you assess before making a decision? (Select all)
Exit Criteria
You're ready to proceed when:
Dependencies & Next Steps
Prerequisites Completed
05 — Extract Key Learnings - Learning Cards created in Swift CNS
Next Steps
Based on your decision:
If Go:
Document decision in Swift CNS
Proceed to Build the MVP to start building
If No-Go:
Document decision in Swift CNS
Document learnings for future reference
Consider other ideas or problems
If Pivot:
Document decision in Swift CNS
Refine value proposition or approach
Start new chat in Swift CNS to test new direction
Return to earlier Decide chapters as needed
If More Learning:
Document decision in Swift CNS
Design additional experiments
Test remaining assumptions
Return to 04 — Design & Run Experiments
What This Enables
Making a decision in Swift CNS enables:
Clear direction forward
Documented rationale
Efficient use of resources
Focused effort on validated ideas
💡 Tip: Use Insights to see patterns across all your experiments. Don't just look at individual results. 📝 Note: Pivoting based on learnings is smart, not failure. Document your decision and learnings for future reference.
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