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2 contributions to AI Automation Society
Built Document Sorting Chaos into $2,100/Month Recurring Revenue
Client: "We have 50,000 mixed documents in one folder. Need them sorted by type. Budget: Whatever it takes." THE DIGITAL HOARDER SITUATION 15 years of accumulated documents Insurance claims, medical records, contracts, invoices, receipts No naming convention No folder structure Previous attempts failed: "Too complex for interns" THE n8n CHAOS CLASSIFIER (12 nodes) Batch folder processor handles the volume File format detector validates everything Full document text extraction runs on all files Keyword density analysis identifies patterns Layout pattern recognition detects forms versus letters Financial data detector finds numbers and currencies Machine learning categorizer assigns document types Confidence scorer per category flags uncertain items Multi-label classifier handles documents that fit multiple types Automated folder creator builds organization File naming standardization makes everything searchable Processing log tracks everything BUILD AND DEPLOYMENT Development time: 6 hours Testing with sample chaos: 4 hours Full deployment: 2 hours Client training: 1 hour THE SORTING RESULTS 50,000 documents processed in 8 hours: Medical records: 12,400 documents Insurance claims: 8,700 documents Contracts: 6,200 documents Invoices: 9,800 documents Receipts: 7,300 documents Miscellaneous: 5,600 documents Classification accuracy: 94.7% Manual review needed: 2,650 documents (5.3%) Client satisfaction: "Life-changing" THE RECURRING OPPORTUNITY Monthly new document volume: 2,000+ mixed files Ongoing sorting service: $2,100/month Processing time: 30 minutes monthly Profit margin: 96% Same template now deployed for law firms with discovery documents, accounting firms with client archives, real estate companies with property files, medical practices with patient records. 8 document sorting clients total Average monthly fee: $1,400 Total sorting revenue: $11,200/month ADVANCED FEATURES ADDED OCR text extraction for scanned documents Date-based sub-sorting within categories
1 like • Oct '25
@Gnaneshwari P He would be self-hosting in the cloud such as using Railway VPS.
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4 likes • Sep '25
I joined 3 months ago but it appears I got removed... cleansing the ranks? Anyway, I'm back and have spent the past 3 weeks learning how to build a workflow that pulls PDFs from GDrive, populates GSheet, and embeds in Supabase Vector Store with metadata (this part took the longest to figure out). The GSheet controls what files gets removed and re-vectorized. I've also hooked up an AI Inbox Manager and about to add HITL to approve or provide feedback for responses. QUESTION: How to I get AI to learn the difference between the first draft and the approved draft, and use that learning in the future? I remember seeing this solution somewhere but can't find it now.
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@mark-reynolds-1385
I help spiritual peeps identify and do the work they never want to retired from.

Active 2h ago
Joined Mar 31, 2026
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