Before You Buy or Build a Doghouse

Recommendations imply preference.
Preferences imply opinion. This system does not operate on opinion.

It operates on:

• physics

• biology

• material behavior

• environmental exposure
  
  

Only shelters that survive every applied constraint are displayed as compatible.

Everything else is removed.

Some compatible shelters link to external retailers.

These links exist only after compatibility is established.

Important:

• commissions do not influence logic

• no product can bypass elimination

• rejected shelters never link out
  
  

If a shelter fails, it fails — regardless of availability, popularity, or price.

This system will not:

• guarantee outcomes
  
  

• replace professional judgment
  
  

• adapt itself to fit a desired product
  
  

• override unsafe conditions
  
  

If certainty is not possible, the system refuses to provide it.

That refusal is part of the design.

This system is designed for:

• owners placing dogs outdoors in cold or exposed environments

• buyers who cannot afford returns

• builders seeking dimensional verification

• anyone who wants failure eliminated before purchase
  
  

It is not designed for:

• aesthetic comparison

• bargain hunting

• novelty shelters

• indoor-only enclosures
  
  

This is a deterministic decision system.

• No AI

• No personalization

• No behavioral tracking

• No adaptive logic
  
  

Given the same inputs, the system will always return the same result.

That property is what makes it trustworthy.