Powering fraud detection with AI
PitchPoint Solutions is the leading provider of comprehensive fraud and risk mitigation for mortgage applications.
We helped them design a multi-modal LLM solution for validating and parsing government verification forms.
Detection of application tampering was manual and time-consuming.
Used Cloud Vision, Gemini, and Document AI to detect non-text elements and extract text fields.
Annual template changes required regular model tuning and retraining.
Implemented best practices to fine-tune, re-train, and scale ML models on Google Cloud.
Results
The Process
Discovery
Build Out
Outcomes
Outcomes
What was built
Validation and tampering ML model to identify authenticity and completeness of forms and ensure they have not been tampered with
OCR parser ML model to extract text information relevant to the application
Architecture diagram and supporting technical documentation
API micro service for easy integration