Ragic Introduces Jev for Cost-Effective AI Classification Tasks

COVINA, Calif., Nov. 05, 2026 /CourierPR/ -- Ragic, a no-code database builder with built-in AI, has introduced a new feature that reduces the cost of AI automation for businesses. The company's AI Agents now automatically use Jev, a specialized decision model from TypeSafe AI, for certain classification tasks. This integration helps businesses cut down on unnecessary costs without requiring users to select models, write code, or configure additional integrations.

The new integration addresses the challenge of repetitive AI automation, which can generate unexpected costs. For example, Ragic's internal experience with the demo-follow-up Agent, which helps its sales team track customer inquiries, update categories, and generate follow-up tasks, initially expected the Agent to cost less than $1 per month. However, it ran far more often than expected, more than 10,000 times over several weeks. At approximately $0.02 per run using Gemini Flash, the total cost reached about $200. Based on model pricing, Ragic estimates that switching this type of classification task to Jev could reduce model costs by approximately 97-98%.

Ragic's AI Agent operates natively inside a user's database, where it can read records, complete forms, run workflows, and apply business logic. With the automatic Jev selection, Ragic extends these capabilities by helping businesses apply a more cost-effective model to routine classification tasks while continuing to support general-purpose large language models for more complex work.

The new integration offers several benefits, including automatic model selection, lower AI operating costs, native database integration, and no coding or technical configuration required. Ragic's system evaluates AI Agents when they are saved and automatically selects Jev for qualifying classification tasks, allowing non-technical employees to configure and use AI Agents without writing code or designing complex AI workflows.

Ragic is a no-code database builder with built-in AI that allows its users to build their own system according to their own workflow. Users can get a head start with AI, then refine their system in a quick and intuitive spreadsheet-like interface, building anything from small contact management systems to fully fledged ERP systems. Any of these systems can work with Ragic AI Agents to automate even more of the work.