Enterprise AI Execution Layer
LLM logic meets
deterministic execution.
Convert LLM reasoning into real executable plans over structured data with absolute guarantees of determinism, auditability, and reproducibility.
Convert LLM reasoning into real executable plans over structured data with absolute guarantees of determinism, auditability, and reproducibility.
LLMs are phenomenal at proposing hypotheses and formulating research plans. But in critical environments, letting a probabilistic model "decide" or "calculate" introduces unacceptable risk. Results are not repeatable, and logic is hard to audit.
We separate the creative phase (generating the plan) from the execution phase (deterministic computation on real data). The same plan executes the same way, thousands of times.
Every result is traceable to explicit metrics, conditions, and verifiable SQL. Perfect for environments with strict regulatory or compliance requirements.
Connect your database and define metrics. We compile the LLM's plan down to pure, highly-optimized SQL (e.g. using CTEs in PostgreSQL).
Offered as an embeddable engine (API/SDK) or a standalone platform for your data teams.