Linevora

Linevora helps industrial sales teams turn unstructured customer inquiries into traceable, reviewable quotes. A user uploads a request document or text; the system preserves the original, extracts requirements with page-level source references, matches them to catalog products with scores and reasons, and highlights missing information, alternatives, and changes between request versions. Specialists can review and correct suggestions before generating a draft quote from versioned prices and terms. Approval and audit records keep the final output accountable. The MVP/demo includes a web panel, API, asynchronous processing, evaluation checks, and PDF export.