Intelligence
Built In.
We build ML pipelines, scoring engines, and AI-powered automation that run in production — not in notebooks. From OpenAI integration to custom classification systems, we ship intelligence that scales with your business.
AI That Ships
Production-grade intelligence systems — not proof-of-concept demos. Every deliverable is built for reliability, monitoring, and scale.
OpenAI Integration
Production-grade GPT-4o and embeddings integration with structured outputs, retry logic, and cost monitoring.
Custom ML Pipelines
End-to-end machine learning workflows — from feature engineering to model serving — built for your specific domain.
Data Ingestion & ETL
Automated pipelines that pull, clean, transform, and load data from APIs, files, and databases on schedule.
Scoring & Recommendation Engines
Deterministic and ML-hybrid scoring systems that rank, match, and prioritize entities based on your business logic.
NLP & Document Analysis
Extract structured data from solicitations, contracts, and unstructured text using natural language processing.
Intelligent Classification
AI-first classification systems with deterministic fallbacks. Accurate categorization at scale with human-level precision.
Real-Time Enrichment Workflows
Automated data enrichment pipelines that augment records with third-party intelligence from SAM.gov, Apollo, USASpending, and more.
AI-Powered Content Generation
Templated and dynamic content generation for reports, emails, summaries, and documentation using fine-tuned prompts.
From Data to Production
A typical AI engagement runs 12 weeks from discovery to production deployment. Here is how the phases break down.
Data Audit & Strategy
Map existing data sources, define model requirements, identify integration points, and establish success metrics.
Pipeline Architecture
Design ETL flows, build data schemas, set up staging environments, and architect the processing infrastructure.
Model Integration & Training
Integrate AI models, build scoring algorithms, train on your data, and iterate on accuracy with real-world validation.
Production & Monitoring
Deploy to production with monitoring, alerting, cost tracking, and automated fallback handling for reliability.
Battle-Tested Tools
CapturePilot AI Systems
CapturePilot is our flagship GovTech SaaS — and a showcase for every AI capability we offer. We built the full intelligence layer: classification, scoring, enrichment, NLP extraction, and automated daily pipelines processing tens of thousands of federal opportunities.
- GPT-4o NAICS classification — AI-first with keyword fallback for 100% coverage
- 140-point deterministic scoring algorithm across 6 weighted dimensions
- Automated opportunity enrichment pipeline with contractor readiness scoring
- Natural language processing for solicitation requirements extraction
- Daily automated ingestion and scoring of 37K+ federal opportunities
- Real-time competitor intelligence from USASpending award data
AI Intelligence Layer
CapturePilot Production Systems
Opportunities Ingested
daily from SAM.gov
Scoring Dimensions
deterministic algorithm
NAICS Accuracy
GPT-4o with fallback
Enrichment Sources
SAM, USASpending, Apollo, FPDS, web
Ready to Add Intelligence?
Tell us about your data and your goals. We will design an AI system that fits your business — and actually ships to production.