FreelanceShield AI

Hacktoberfest HF26 • Side Hustle 100% Local Open-Weight AI + TabPFN-3.5

Zero-NDA-Leakage Scope Creep Detector, 1-Click Change Order Generator & Tabular Invoice Risk Forecaster

⭐ GitHub Repo
Unbilled Scope Creep Caught
$4,650
Across 3 active client contracts this month
Scope Creep Severity Score
78 / 100
🚨 High Out-of-Scope Expansion (+28 hrs)
TabPFN-3.5 Late-Payment Probability
18.4%
Recommend 50% Upfront Milestone Link
Cloud API Token Cost / NDA Exposure
$0.00 / 0 Bytes
🔒 100% On-Device Open-Weight Execution

1. Contract SOW vs. Client Request

Load a real-world freelancer scenario or paste your signed Statement of Work (SOW) & client Slack/email message.

🔒 Local-Only
Try Scenario:
RAG Grounding Source
Untrusted Scope Input

2. Scope-Creep Radar & Change Order

Semantic clause matching + automated polite counter-proposal & itemised Change Order invoice.

🦙 Gemma-4-4B Local Ready

📄 Auto-Drafted Change Order (#CO-2026-089)

Polite client reply + itemized scope addendum
⚙️ Open-Source Agent Execution Trace 18ms local 

      

    


    
    

      

        

          
3. TabPFN-3.5 Invoice Risk & Cashflow

          
Zero-shot tabular foundation model predicting invoice payment delays & Q4 side-hustle revenue.

        

        📊 Prior Labs TabPFN
      


      

        

          Q4 Cumulative Revenue Forecast (With vs. Without Scope Protection)
          
             Protected (+Change Orders)
             Unprotected (Free Creep)
          
        

        
      


      

        
📋 Historical + Active Invoice Ledger (TabPFN Context Table)

        
      


      

        

          
            

              Client
              Amount
              Terms
              Creep?
              TabPFN Delay Risk
            

          
          
        

      


      
      

        

          💰 Why Freelancers Pay $19/mo
          
Average Solo Dev Recovers $1,420/mo in Unbilled Hours

          
Runs 100% locally via Ollama (`gemma4:4b`) + `tabpfn` or self-hosted on Render/DigitalOcean with zero NDA cloud leakage.

        

        

          
74x ROI