AI models can produce different outputs even for the same prompt—unacceptable when dollars and compliance are on the line. By converting your approved business logic into fixed, version-controlled SQL templates, Bellaire ensures every run yields the exact same, auditable result—no surprises, no drift.

Different results at each execution is simply unacceptable in finance.

Instead, we can use the Bellaire ASK AI - SQL Analysis step to fix the query and make the results deterministic.
Use AI where it makes sense, and it doesn't always make sense with financial queries.
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