Enterprise and procurement
DesirForge is not production-enterprise-ready by default during controlled beta. These resources help procurement, operations, and security teams understand what the model supports today and what remains a production blocker.
Controlled beta limitations
DesirForge is in controlled beta. Some workflows may be simulated, scaffolded, or operator-reviewed. Live payments are disabled, production uploads are not guaranteed, and outputs must be reviewed before any production use.
AI service vendor procurement checklist
Helps operations and procurement leads evaluate AI service marketplaces against risk, IP, data-handling, and compliance requirements. The page should document beta limits rather than claiming full enterprise readiness.
enterprise AI service governance
Explains how intake, accepted-file gates, operator dispatch, workflow status, deliverable review, and audit evidence fit together. The page addresses concerns about uncontrolled AI execution and unclear responsibility boundaries.
B2B AI service secure file handling
Documents backend-only download routes, no public file URLs, scan/quarantine states, and prohibited data guidance. The page helps security stakeholders understand controlled beta assumptions.
Need the practical buyer version?
Start with the trust center and secure intake guide before sharing project context.