Revolutionizing Compliance Document Reviews with Machine Learning
- Machine Learning Compliance
- AI-driven initiative
- Prototype development
- PCI-DSS standard
- Embedding model
The client faced challenges in:
Streamlining workflows for consistency.
Upholding quality standards.
Keeping consultants engaged and motivated.
HatchWorks embarked on a six-week journey with a clear goal: to validate the feasibility of the envisioned service. The client’s role was pivotal in providing structured datasets from past projects to train the ML model.
Once the data was procured, it underwent a cleansing process and was structured for model training. Compliance requirements, specifically from the PCI-DSS standard, were ingested and transformed into optimized queries.
By the project’s end, the language model showcased its capability to assess compliance documentation, pinpointing specific text references. Achieving this within six weeks underscored the potential of such a service.
The model’s performance, with 80% accuracy against test data, surpassed the initial 50% benchmark set by stakeholders. This success not only validated the project’s feasibility but also highlighted areas for future improvement, especially with more data.