Guide a skincare routine without drifting into unsupported claims
A product-evidence workflow for matching documented ingredients, usage guidance, and shopper preferences while disclosing what the catalog cannot prove.
Transparency note: Kindred Skin Lab, Amara, the catalog entries, and the scenario on this page are fictional. They demonstrate ShopDash product logic and do not represent a customer testimonial or measured result.
“Which serum fits a simple evening routine for dry, sensitive skin?”
Twelve products list ingredients but six omit usage order, texture, or sensitivity guidance needed for a grounded routine comparison.
01 · RETRIEVE
Start with evidence the store actually owns.
ShopDash reads the authorized Shopify catalog and assembles the product facts relevant to the question. It does not treat an attractive description as evidence for a missing technical, compatibility, fit, care, or safety attribute.
| Product | Evidence found | Readiness signal |
|---|---|---|
| Barrier Dew Serum | Ceramides, fragrance-free, evening use, lightweight texture | Strong routine fit |
| Brightening C Drops | Vitamin C percentage and usage; sensitivity guidance absent | Disclose sensitivity gap |
| Cloud Cream | Moisturizer category, rich texture, fragrance-free | Ready for layering |
02 · REASON
Make the reasoning legible.
Separate commerce from diagnosis
ShopDash can use documented ingredients and instructions, but it does not turn catalog copy into medical advice.
Sequence with product evidence
Usage order is suggested only when product type and directions support it.
Expose risky omissions
Missing sensitivity guidance is ranked for the merchant instead of improvised for the shopper.
03 · ANSWER
Be useful without filling gaps with confidence.
“Barrier Dew Serum is the best documented fit for a simple evening routine: it is fragrance-free, lightweight, and intended for evening use. Follow with Cloud Cream if you prefer a richer final layer. I cannot verify whether either product is appropriate for a medical skin condition.”
Grounded example · not shown to a live shopper04 · ACTIVATE CAREFULLY
Start read-only. Expand when the evidence earns it.
Scan, prioritize, test
- Catalog scan
- Product fact retrieval
- Gap disclosure
- Agent Lab testing
- Read-only controls
Activate, learn, act
- Merchant-approved fact editing
- Storefront routine capture
- Recommendation attribution
- Approval workflows
THE SYSTEM BEHIND THE PLAYBOOK