APPROVAL
Provider savings
All-in savings
Drop-in replacement
MODEL ROUTE DECISION
THE TRADEOFF
The provider bill was only one part of the decision.
for the same ten-case input workload
against the locked answer key
WHERE TRUST BROKE
Two answers looked finished. Their own numbers did not agree.
Structured output kept every response in the right shape. It did not make the financial record internally consistent.
WHAT THE PRODUCT SHOULD DO
Do the math again before finance sees the answer.
EVIDENCE CHECK
What did this test actually prove?
Each conclusion keeps its evidence state. A verified provider bill does not silently become verified total savings.
TEST CONDITIONS