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

Описание и применение

ScopeLock использует открытый LLM Gemma 3 и TabPFN для автоматического анализа запросов клиентов, выделения вне‑объема работ, цитирования пунктов SOW и генерации оплачиваемых заявок на изменение проекта, защищая доходы фрилансеров.

Задача

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

Результат

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

Рабочий процесс

• 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

Доказательства

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

Источник

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

Источник

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.

Источник

TabPFN 3.5 regression on bundled project history CSV

Источник