Saltware, an AI and cloud solutions company, announced that it will unveil its natural-language-to-SQL (NL2SQL) solution, Sapie-DeepQ, at Oracle Summit 2026 and present an operational approach for deploying AI-powered data analytics in enterprise environments.
Many companies are considering adopting natural-language-based analytics, but challenges remain when moving from evaluation to day-to-day use. Despite advances in NL2SQL technology, organizations still face the burden of validating outputs and controlling errors, prompting calls for governance and operational frameworks that reduce the risk of inaccurate results influencing decision-making.
At the summit, Saltware will deliver a presentation titled “NL2SQL: From Demos to an Operational System.” The company said the session will go beyond feature demonstrations to focus on how enterprises can design and manage operating structures that enable stable, trustworthy analytics in production.
According to Saltware, Sapie-DeepQ is designed to reduce interpretation errors by organizing and training on business terminology and data structures in advance. By incorporating the context of key terms such as sales, customers, and orders, the company said it aims to lower the likelihood of incorrect outputs while improving usability and trust for business teams.
Saltware added that the solution includes an operational structure that continuously monitors costs, processing time, and error types generated during analysis, enabling ongoing service quality improvements.
The presentation will also cover an operating model integrated with AI capabilities in Oracle Database. Saltware said the generated queries are executed securely within the database, while access controls and auditing mechanisms are applied to meet internal compliance and governance requirements.
Saltware also outlined a direction to expand analytics usage beyond specialized teams to executive, planning, and marketing functions. The company said the goal is to make data access easier through question-based workflows while maintaining result integrity and governance.
In addition, Saltware said it will run a free proof-of-concept (PoC) program for select enterprise customers visiting its booth during the event, supporting pre-validation of effectiveness and applicability using real corporate data.
Separately, Saltware announced the release of Sapie-Guardian, an AI data loss prevention (AI DLP) security solution, in line with broader adoption of generative AI. The company said the launch is part of an expanded product lineup intended to address growing demands for data protection and management as public and private sector AI deployments scale.
Saltware said it supports enterprises in data utilization and the build-out of operational environments across AI and cloud domains, and that it runs its business based on customer trust and service principles.
