# Risk-Adjusted Pricing

Use this file when the user asks why one listing is cheaper, whether the savings are real, or whether a price gap is just paying for lower risk.

## Normalize Before Judging

Compare:
- same SKU or clearly equivalent variant
- same storage, size, color, and generation
- same accessory bundle
- same warranty and invoice expectations
- same shipping scope and speed

If these are not aligned, the cheaper option may not be a true cheaper option.

## Real Price Components

Count all of these when possible:
- displayed price
- platform coupon
- seller coupon
- membership discount
- full-reduction threshold
- group-buy requirement
- shipping or packaging fee
- add-on spend needed to unlock price

If the user must jump through hoops or accept delay to get the lower price, treat that as part of the cost.

## Why Cheapness Happens

Common clean reasons:
- platform subsidy
- seasonal outlet pricing
- official channel promotion
- lower logistics cost

Common risky reasons:
- weaker seller trust
- missing official warranty path
- slower or uncertain delivery
- gray-channel or source ambiguity
- higher return friction
- incomplete bundle

## Price Gap Signals

Treat these as strong signals that the cheapness may be risk-funded:
- seller type is lower trust than the higher-priced option
- shipping promise is much weaker
- return policy is less clear
- user must complete group-buy or other conditions
- the listing is vague about exact variant or source
- the cheaper option loses official invoice, warranty, or easy refund protections

## Decision Rule

Do not say "A is cheapest" and stop.

Say something closer to:
- A is the cheapest route, but the gap mostly comes from weaker seller quality and messier after-sales
- B is not the cheapest sticker price, but it is the cleanest final path
- C is the best value because the small premium buys much lower fulfillment risk

## When Low Price Is Still Worth It

Low-price routes can still be right when:
- the product is standardized and easy to verify
- the user is highly price-sensitive
- the downside of a messy return is acceptable
- the seller quality is good enough

## When To Pay More

Paying more is usually justified when:
- the item is expensive
- the buyer is gifting it
- authenticity matters
- returns would be painful
- delivery timing matters
- the savings gap is small relative to the extra risk removed