Search intent
Amazon
Still the default discovery engine for many physical products. Win with listing architecture, review velocity, Brand Registry, and capital discipline on inventory cycles.
Platforms · Multi-channel
Design once. Sell where demand lives.
Product Savants treats platforms as distribution — not religions. Source with factory rigor, then adapt listing, creative, inventory, and ads to each channel’s economics.
Attention
TikTok Shop
Products that demonstrate, delight, or solve a problem in seconds. Creator systems, LIVE commerce, and creative testing matter as much as the unit economics.
Ownership
Shopify
Own the brand story, customer data, and margin stack. Best when differentiation and creative control are the moat — bundles, subscriptions, and post-purchase LTV.
Expansion
Walmart Marketplace
A scale channel for proven winners. Different buyer, different ad tax, same need for clean supply, accurate listings, and reliable fulfillment (including WFS).
Secondary
eBay · Etsy · specialty
Long-tail and specialty distribution: liquidation, handmade/custom positioning, or niche discovery without diluting your core multi-channel SKUs.
Spine
Ops & systems
Multi-channel without a systems spine becomes chaos. Inventory truth, POs, landed cost, and margin by channel — pair product work with real ops tools.
Channel fit
Match product to platform mechanics
Same physical product can win or die depending on where you introduce it first.
Amazon-first products
- Clear search intent & comparable set
- Review-driven trust curve
- Fee-aware packaging & size tiers
- Capital planned for inventory cycles
TikTok-first products
- Demo in under three seconds
- UGC-friendly unboxing / use
- Hook-led creative testing
- Fulfillment speed as brand
Shopify-first products
- Brand story & visual identity
- Higher AOV bundles / kits
- Retention (email, SMS, sub)
- Paid social that owns the click
Expansion products
- Already proven on a core channel
- Margin survives second-fee stack
- Inventory can multi-home
- Ops can handle multi-PO complexity
Related desks
Capital & conviction
For inventory capital allocation frameworks, see the network research desk — product decisions and capital decisions should talk to each other.
Pick a channel mix
Where should this product live first?
We map channel fit from differentiator, demo-ability, margin structure, and capital intensity.