QuoteShield: Turn a Client's WhatsApp Message into a Watertight Scope of Work

说明与用途

QuoteShield 自动化从非结构化客户简报生成详细工作范围，降低范围蔓延和未付费风险。

问题

Freelancers struggle with scope creep because client briefs are informal and unstructured, leading to unpaid work and disputes.

结果

QuoteShield automates scope creation, reducing scope creep and unpaid work for freelancers and small agencies.

工作流

• Paste client brief into the web interface
• Select tone, hourly rate, and constraints
• QuoteShield sends the brief to the backend
• Backend applies a strict prompt and model fallback chain
• Model returns structured JSON
• Backend normalizes JSON and returns a scope document
• User reviews the scope and copies it to a proposal

证据

QuoteShield fixes that. You paste whatever the client sent you (a WhatsApp message, a rambling email, a voice-note transcript) and in a few seconds you get a professional scope of work

来源

The backend tries gpt-oss-20b first and falls back to gpt-oss-120b

来源

It asks for structured JSON. If the model rejects JSON mode or returns something that won’t parse, it retries in plain mode, then moves to the next model.

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