Documentation, audit, public launch

KPI: Publish docs site; pass security review; conduct launch AMA Staffing: Technical writer, security auditor, launch support (40 hrs)

Web UI & SDK development

KPI: UI usability score ≥4/5 in internal review; SDK code coverage ≥80% Staffing: Front-end engineer, SDK dev

LLM prompting module & guardrails

KPI: ≥90% accuracy mapping free-text to numeric inputs in test set Staffing: ML engineers, prompt-engineering specialist

MCP server + MechaFIL integration prototype

KPI: End-to-end JSON API demo working, 95% uptime in staging Staffing: Backend engineers, dev-ops

Requirements, architecture, API spec

KPI: API spec approved, architecture diagram signed off Staffing: Senior architect & systems engineer, product manager