A larger down payment can sometimes help secure a more competitive rate by reducing the dealer's risk.
While BHPH dealers may not do a hard credit check, they cater to "Deep Subprime" borrowers (scores 300–500), where double-digit rates are standard.
Not all BHPH dealers report positive payments to credit bureaus, meaning you might not actually improve your credit score despite paying the high interest.