Lending Platform
Client: Advance Funding
Advance Funding was processing loan applications manually through paper forms and email chains, limiting their portfolio growth. IO Datalabs designed and built an end-to-end digital lending platform that automated the full lifecycle from application intake to disbursement, enabling 3x growth in monthly approvals.
The Challenge
Advance Funding's loan officers were manually processing applications using paper forms, email attachments, and spreadsheet trackers. Each application required 15-20 touchpoints across intake, document verification, credit scoring, and approval — a process that took 5-7 business days on average.
The manual workflow created bottlenecks at every stage. Document requests were lost in email threads, credit checks required logging into three separate bureau portals, and approval decisions depended on senior staff availability. The firm was turning away viable borrowers simply because they couldn't process applications fast enough.
With growing competition from digital-first lenders, Advance Funding needed to modernize their operations or risk losing market share in their core small-business lending segment.
Our Approach
We built the platform iteratively, launching core application intake first and layering on automation in subsequent phases to de-risk the transition.
Workflow Mapping & UX Design
Shadowed loan officers for a week to document the complete manual workflow. Designed a digital application flow that preserved their underwriting logic while eliminating redundant steps.
Core Platform Build
Built the application portal with React, FastAPI backend, and PostgreSQL. Implemented document upload with OCR extraction, automated credit bureau API integrations, and role-based workflow queues.
Scoring & Automation
Implemented configurable credit scoring rules that replicate and enhance the manual underwriting criteria. Added automated decision routing — clear approvals and denials processed instantly, edge cases routed to human review.
Launch & Iteration
Soft-launched with 20% of new applications. Iterated on the scoring thresholds based on loan officer feedback, then ramped to 100% over 4 weeks.
The Solution
The platform handles the complete loan lifecycle digitally — from branded application forms with real-time validation, through automated document collection and OCR extraction, to configurable credit scoring and disbursement tracking.
Loan officers now manage their pipeline through a dashboard that surfaces applications requiring human review while automatically processing clear-cut decisions. The average application-to-decision time dropped from 5 days to under 4 hours.
Tech Stack
Architecture
React SPA with FastAPI backend on AWS ECS, PostgreSQL for application data, S3 for document storage with OCR via AWS Textract, and credit bureau integrations via secure API gateway.
Results
Platform handles full application lifecycle from intake to disbursement
Automated processing eliminated manual bottlenecks in the pipeline
From 5 business days of manual processing to same-day automated decisions
Clear approvals and denials processed without human intervention
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