ScopeLock: open-weight AI that turns freelance scope creep into paid change orders

说明与用途

ScopeLock 通过使用开源 LLM Gemma 3 和 TabPFN 自动分析客户请求，标记超出范围的项目，引用 SOW 条款，并生成可付费的变更单，保护自由职业者的收入。

问题

Freelancers and small agencies lose money to scope creep because they cannot easily document and enforce scope boundaries.

结果

ScopeLock automates scope analysis, generates enforceable change orders, and provides cost estimates, enabling freelancers to protect revenue from scope creep.

工作流

• Paste statement of work (SOW) and client thread or import Slack JSON or voice memo
• Index SOW into pgvector (Ollama embeddings)
• Paste client thread
• Analyze scope: LLM returns verdicts, citations, reply draft, change‑order line items
• View side‑hustle cockpit: scope‑creep score, TabPFN‑estimated hours, rush‑fee math
• Export change order as Markdown
• Optional: generate voice reply via ElevenLabs

证据

ScopeLock is a side‑hustle tool for freelancers and small agencies who keep losing money to scope creep.

来源

You paste your statement of work and a client thread (or import Slack JSON, or drop a voice memo). ScopeLock: Labels each client ask as in‑scope vs out‑of‑scope, cites language from your SOW, drafts a professional boundary reply, runs a Side hustle cockpit: scope‑creep score, TabPFN‑estimated change‑order hours, rush‑fee math, and a client‑ready change order you can export as Markdown

来源

Open Gemma 3 (google/gemma-3-4b-it) is the reasoning core — on Render it runs via OpenRouter; locally you can point at Ollama instead.

来源

TabPFN 3.5 regression on bundled project history CSV

来源