The risk of AI variablity in Finance
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.
Lets ask the same question to 2 different LLMs
GPT-4o-Mini "How many transactions are over $3M?"
Now lets ask GPT 4.1-Mini
"How many transactions are over $3M?"
Different results at each execution is simply unacceptable in finance.
Lets use the AI only to translate your question into SQL—then lock in the final query for 100% reliable, LLM-free execution.
From the moment you ask a question to the moment the result is delivered, our engine runs a locked-in SQL query—guaranteeing the exact same, verified output every time.
Say goodbye to AI hallucinations and unpredictable results, and enjoy full confidence in your data.
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