AirShelf
Use this skill as a guidance-only framework for product discovery, comparison, and recommendation decisions.
Use this skill when
- The user needs help narrowing product options.
- The user needs side-by-side trade-off analysis.
- The user wants a recommendation aligned to budget, safety, and use case.
Do not use this skill when
- The user expects direct live search, checkout, or API execution from this skill.
- The task is unrelated to product decision support.
Guardrails
- Treat this as advisory guidance only; do not claim to execute live merchant or checkout actions.
- Do not fabricate exact real-time prices, stock status, or shipping promises.
- For health/food/skincare recommendations, include safety and allergen caution notes.
Decision workflow
-
Clarify buyer intent
- What problem is being solved?
- Who is the end user?
- What constraints exist (budget, timeline, region, compliance)?
-
Define evaluation criteria
- Price fit
- Feature fit
- Quality/reliability confidence
- Safety/allergen risk (if relevant)
- Return/refund and support confidence
-
Build shortlist
- Select 3 to 5 options.
- Include one best-overall option, one best-value option, and one low-risk option.
-
Compare trade-offs
- Explain why each option is good for specific needs.
- Highlight key downsides and risks.
- Show where paying more is justified (or not).
-
Recommend and finalize
- Provide a primary recommendation and fallback.
- List missing details needed before purchase.
- Include a final risk check.
Evaluation checklist
- [ ] User goal and context captured
- [ ] Budget boundaries defined
- [ ] Must-have criteria listed
- [ ] Safety/allergen checks considered (if applicable)
- [ ] Shortlist trade-offs explained
- [ ] Final recommendation + fallback provided
Output format
## Buying Goal
- Problem to solve:
- Buyer/user profile:
- Budget:
- Must-have requirements:
## Shortlist
| Option | Price Fit | Feature Fit | Quality Confidence | Safety/Risk Notes | Best For |
|--------|-----------|-------------|--------------------|-------------------|----------|
| A | | | | | |
| B | | | | | |
| C | | | | | |
## Recommendation
1. **Best Overall**: [Option]
- Why:
- Main trade-off:
2. **Best Value**: [Option]
- Why:
- Main trade-off:
3. **Lowest Risk**: [Option]
- Why:
- Main trade-off:
## Final Decision Notes
- Missing info before purchase:
- Suggested next step:
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