Industries
Judged on the terms your category actually decides on.
A generic model gives every product the same test. That is exactly wrong for physical goods: the thing that kills a supplement is not the thing that kills a countertop appliance.
Food & Beverage
Taste, repeat purchase, and retail margin have to agree.
What Vantage looks at
- Sensory performance against the products people actually compare you to
- Repeat rate and consumption occasion, not first-purchase trial
- Retailer velocity requirements and margin at real volume
Example product
Citrus Probiotic Sparkling Drink
The question to answer:
After the first purchase, why does someone buy it again?
Beauty & Personal Care
Does the formula back the claim, and hold margin doing it?
What Vantage looks at
- Whether the formula can support the claim being made, legally and clinically
- Time to visible result against the repurchase cycle
- Differentiation that survives a crowded, highly visual shelf
Example product
Barrier Repair Serum
The question to answer:
Can the product deliver enough of the promise to make someone switch?
Wellness & Supplements
A real benefit, a legal claim, and a reason to keep taking it.
What Vantage looks at
- Evidence supporting the specific claim at the specific dose
- Adherence — a benefit nobody perceives shows up later as churn
- Subscription and repeat economics
Example product
Magnesium + Ashwagandha Sleep Gummy
The question to answer:
What makes this worth buying instead of the dozens of products beside it?
Pet
Two buyers to convince: who pays, and who has to accept it.
What Vantage looks at
- Palatability and animal acceptance, not just owner enthusiasm
- Safety, sourcing, and veterinary defensibility of any health claim
- Repeat purchase and format economics
Example product
Calming Chew for Travel Anxiety
The question to answer:
Does it work well enough for the owner and the pet to keep using it?
Home & Appliances
Worth the behavior change, or just friction and a return.
What Vantage looks at
- Whether the benefit justifies the behavior change it requires
- Setup friction and time to first value
- Tooling commitment, returns, and warranty exposure
Example product
Portable Precision Induction Cooker
The question to answer:
Does the benefit justify the setup friction and behavior change it demands?
Apparel & Accessories
Fit and returns decide the margin more than design does.
What Vantage looks at
- Fit and sizing, and the return rate that follows from getting them wrong
- Inventory risk across size and colour
- Full-price sell-through versus markdown dependency
Example product
Weatherproof Commuter Overshirt
The question to answer:
Will the fit hold up well enough in real wear to avoid the return?
Working in a category that is not listed? Vantage falls back to a general consumer-product model, and we add categories based on what customers actually bring.
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