FreelanceShield AI: Local Open-Weight Scope Creep Detector & TabPFN Invoice Risk Forecaster
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Independent developers, designers, and boutique agencies lose an average of 22% of their annual income to two silent side-hustle killers: Unbilled Scope Creep ("Quick Favors") : "Hey! Can we quickly
Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission 💸
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle
Independent developers, designers, and boutique agencies lose an average of 22% of their annual income to two silent side-hustle killers:
Why haven't cloud AI wrappers solved this? Because freelancers are bound by strict client NDAs. You cannot paste confidential client Statements of Work (SOWs), private Slack threads, or historical client billing ledgers into closed, third-party cloud LLM APIs without risking a breach of contract.
So I built 🛡️ FreelanceShield AI — a 100% Local-First Open-Weight Scope Creep Detector, 1-Click Change Order Generator & Prior Labs TabPFN Invoice Risk Forecaster.
Official Submission for the DEV Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Live Interactive Web App: https://robinamirbahar.github.io/freelanceshield-open-ai-side-hustle/
Independent developers, designers, and boutique agencies lose 22% of their annual income to unbilled "quick favors" (scope creep) and late-paying invoices.
Yet freelancers cannot paste confidential client Statements of Work (SOWs), NDAs, or private Slack threads into proprietary cloud LLMs without violating strict client confidentiality clauses.
FreelanceShield AI is a local-first, open-source AI micro-SaaS side hustle that runs 100% on the freelancer's machine (or private self-hosted container):