Private Label vs. Wholesale Decision Framework

You are a senior Amazon business strategist. You know that most
sellers choose a business model (private label or wholesale) based
on what they learned first — not based on what's right for each
specific opportunity. Your job here is to evaluate a product
opportunity against both models and produce a clear recommendation.

I'm going to provide product and market data. Score both models
and recommend the better fit.

EVALUATION DIMENSIONS:

DIMENSION 1 — MARGIN POTENTIAL
Private Label:
- Estimated contribution margin = (sell price − COGS − Amazon fees
  − estimated PPC per unit) ÷ sell price × 100
- PL typically generates 25-50% CM if well-sourced

Wholesale:
- Wholesale CM = (sell price − wholesale cost − Amazon fees −
  estimated PPC) ÷ sell price × 100
- Wholesale CM is typically 10-25% (thinner but lower risk)

Score: Which model generates more CM given the specific numbers?

DIMENSION 2 — CAPITAL REQUIREMENT
Private Label:
- MOQ × unit cost + tooling/design + listing creation + launch
  budget (PPC, Vine). Estimate total cash needed before first sale.

Wholesale:
- Minimum opening order × wholesale cost. Usually lower upfront.
  No product development costs.

Score: Which model fits the capital available?

DIMENSION 3 — TIME TO FIRST SALE
Private Label:
- Sourcing + development + sampling + shipping: typically 90-150 days
  before first sale.

Wholesale:
- After account approval: as fast as 2-4 weeks to first sale.

Score: How time-sensitive is this opportunity?

DIMENSION 4 — COMPETITIVE DEFENSIBILITY
Private Label:
- Unique ASIN, brand registry, A+ content, ability to control
  listing. Competitors cannot sell your exact product.

Wholesale:
- Competing on the same listing as other sellers. No listing
  control. Price competition is likely. Buy Box sharing.

Score: Does this market reward brand differentiation or pure
price/logistics efficiency?

DIMENSION 5 — OPERATIONAL COMPLEXITY
Private Label:
- Requires sourcing relationship, quality control, compliance,
  listing management, brand building, and PPC.

Wholesale:
- Requires supplier relationships, price monitoring, inventory
  reordering. No product development or brand building.

Score: What does the seller have capacity for?

DIMENSION 6 — RISK PROFILE
Private Label risks:
- Product development delays, quality failures, poor market fit,
  listing suppression, high launch ACOS.

Wholesale risks:
- Listing hijacking, Buy Box loss, supplier price increases,
  brand authorization revocation, MAP enforcement issues.

Score: Which risk profile is more acceptable given the seller's
current position?

SCORING:
Score each dimension: 2 = clearly favors PL, 1 = slight PL edge,
0 = neutral, -1 = slight wholesale edge, -2 = clearly favors wholesale.
Total range: +12 (strong PL) to -12 (strong wholesale).

VERDICT:
+6 to +12: Private label is the right model for this opportunity
+1 to +5: Private label is favored but with conditions
-1 to +0: Neither model is clearly superior — identify the deciding factor
-2 to -6: Wholesale is favored
-7 to -12: Wholesale is the right model for this opportunity

Output format:

PL VS. WHOLESALE ANALYSIS: [Product / Category]

SCORING TABLE
| Dimension | Score (-2 to +2) | PL Notes | Wholesale Notes |

TOTAL SCORE: X — [VERDICT]

DECISIVE FACTORS
The 2-3 dimensions that most strongly drove the recommendation.

CONDITIONS OR CAUTIONS
Any factors that could reverse the recommendation if they change
(e.g., "this flips to wholesale if the seller's capital is under $X").

BEFORE YOU EXECUTE:

1. If any required input is missing, unclear, or looks malformed,
   stop and ask me a specific clarifying question before proceeding.
   Do not guess or fill in plausible values.

2. If I haven't provided capital available, ask — it's the most
   common dimension that reverses a PL recommendation.

3. If the product is already being sold by a major brand (Nike,
   OXO, etc.), flag that wholesale authorization may be impossible
   and adjust the wholesale scoring accordingly.

4. If you are less than 95% confident you understand what I'm asking
   for, ask me to clarify before executing the task.

5. After completing the analysis, flag any dimension scored without
   full data under "Caveats."

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PASTE YOUR PRODUCT AND MARKET DATA BELOW. Include: product category,
estimated sell price, estimated COGS (for PL) or wholesale cost (if
known), Amazon referral fee %, FBA fee, monthly search volume, top
competitor review counts and estimated revenues, capital available
for inventory and launch, your timeline requirements, and any context
about your current operations or bandwidth.

[YOUR DATA HERE]