The Problem
Organizations in healthcare, finance, and government face a growing AI gap. Most lack the in-house expertise to build machine learning systems, and hiring is competitive and expensive. The alternatives are often worse: consultants deliver static reports that go stale the moment they're delivered, while off-the-shelf tools are designed for general enterprise use and fail to meet the specialized requirements of regulated industries.
The result is fragmented data, siloed point solutions, and decisions made on outdated information. Meanwhile, compliance requirements grow more complex every year. New mandates like the Financial Data Transparency Act demand structured data capabilities that most organizations simply don't have. The gap between what technology can do and what resource-constrained organizations can access continues to widen.
Why Dragon Pit
We exist to close that gap. Dragon Pit LLC combines research-informed rigor with production-ready engineering to deliver AI solutions purpose-built for regulated environments. Our tools are living systems, not static deliverables. They integrate your data, adapt to your workflows, and stay current as your needs evolve.
We understand compliance because we've built systems that operate under SEC, HIPAA, and IRB requirements. We understand resource constraints because we serve organizations that can't afford enterprise pricing or dedicated data science teams. We bring the capabilities of a research lab and the practicality of a production shop to every engagement.
Our Services
ML/AI Consulting Services
Custom NLP & Data Pipeline Development
Custom NLP & Data Pipeline Development
End-to-end machine learning consulting for organizations that need production-grade AI without building an in-house team. We design, build, and deploy ML pipelines, predictive models, and automation systems tailored to your domain. From requirements through production monitoring, we handle the full lifecycle so you can focus on outcomes.
Custom NLP & Data Pipeline Development
Custom NLP & Data Pipeline Development
Custom NLP & Data Pipeline Development
We build natural language processing systems and data pipelines for organizations with domain-specific needs. Our expertise spans regulatory text parsing, compliance automation, sentiment analysis, entity extraction, and integration with existing data infrastructure. If your data is unstructured, siloed, or trapped in legacy systems, we can help you unlock it.
PRISM: Strategic Facilities Planning
Custom NLP & Data Pipeline Development
PRISM: Strategic Facilities Planning
A SaaS platform for K-12 school districts that integrates facility condition assessment, enrollment analytics, and strategic options analysis into a single decision-support system. PRISM replaces expensive consultant engagements and fragmented point solutions with a living tool that keeps pace with your data. Districts get 80% of the analysis at 10-20% of the cost, continuously updated.
FDTA/XBRL Compliance Platform
Government Finance & Facilities Consulting
PRISM: Strategic Facilities Planning
A SaaS platform helping municipal issuers meet the January 2027 Financial Data Transparency Act deadline. We automate the transition from PDF-based filings to XBRL-tagged structured data, supporting annual financial disclosures, event notices, and the 16 reportable events under SEC Rule 15c2-12. Purpose-built for school districts and local governments navigating compliance with limited staff.
Government Finance & Facilities Consulting
Government Finance & Facilities Consulting
Government Finance & Facilities Consulting
We provide analytical and advisory services for school districts, municipalities, and other public agencies that complement our technology offerings. These services support long-range planning and fiscal decision-making without requiring securities licensure, including Fee Justification Studies, Facilities Master Planning, Demographic and Enrollment Projections, Fiscal Impact Analysis, Capital Improvement Program Development, and Data Analytics and Reporting.