# Preprint proposes governed layer for enterprise AI analytics

_Friday, August 28, 2026 at 12:00 AM EDT · AI, Science · Latest · Tier 2 — Notable_

A preprint introduces GROUND, a framework intended to constrain LLM-generated enterprise analytics to approved business definitions and validate SQL before execution. It checks metrics, joins, grain, filters, row-level security and cost rules, retrying or abstaining after violations. On a 100-question synthetic reporting benchmark, the authors report no measured hallucinations in six evaluated categories; they also tested the approach on NHTSA vehicle-safety data and an adversarial set across four models. The work remains a preprint rather than a production deployment.

## Sources

- [cs.AI updates on arXiv.org](https://arxiv.org/abs/2608.26157)

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Retrieved: 2026-08-29T20:13:31.165Z
Publisher: Tech & Business (techandbusiness.org)