ScopeGuard: Privacy-First Open-Source AI Scope Creep Detector for Freelancers

说明与用途

ScopeGuard 是一款本地、隐私优先的 AI 工具，可检测客户请求中的范围蔓延，引用合同条款，生成边界约束回复，并创建变更订单报价，帮助自由职业者收取额外工作费用。

问题

Freelancers often absorb unbilled client work because pushing back feels confrontational or risks the client relationship, and they cannot share proprietary agreements with cloud AI services due to NDAs.

结果

In a real‑world test, ScopeGuard flagged an out‑of‑scope request with 92% confidence, cited the clause ‘EXCLUDED FROM SCOPE: User authentication, customer login systems, or backend databases’, and generated a $1,350 change‑order quotation that the client approved within two hours.

工作流

• Upload signed agreement (PDF, DOCX, or TXT) into ScopeGuard
• Send incoming client message to the analyzer
• Local LLM (Ollama) extracts clauses and compares message against indexed contract
• If out‑of‑scope, flag with confidence and cite clause
• Generate a professional reply in chosen tone
• Create a deterministic change‑order quotation and export as PDF

证据

Freelancers call it scope creep. In reality, it is unbilled hours, blown deadlines, and unpaid overtime. According to freelancer surveys, over 70% of independent contractors absorb unbilled client work simply because pushing back feels confrontational or risks the client relationship.

来源

ScopeGuard is a 100% local, privacy‑first AI application that acts as an objective contractual shield. It automatically analyzes incoming client messages against original signed agreements, flags scope creep with exact clause citations, drafts boundary‑enforcing replies in multiple tones, and turns unpaid requests into billable Change Order Quotations with 1‑click PDF exports.

来源

We uploaded her original project agreement into ScopeGuard and ran the client's message through the analyzer: Result: ScopeGuard flagged the request as OUT_OF_SCOPE with 92% confidence. Cited Clause: EXCLUDED FROM SCOPE: User authentication, customer login systems, or backend databases.

来源