Artificial Intelligence (AI) & Machine Learning (ML)

DeNOVO Solutions applies Artificial Intelligence (AI) and Machine Learning (ML) to help mission owners sense, decide, and act faster in complex operational environments. Our teams deliver mission-aligned AI solutions that move beyond experimentation and into operational reality.

We specialize in applying advanced analytics, machine learning, and automation to intelligence and operational data, turning information overload into actionable insight.

What We Deliver

ML-Enhanced Intelligence & Analytics

  • Machine Learning applied to Signals Intelligence (SIGINT) and mission data

  • Pattern recognition, anomaly detection, and threat identification

  • AI-enabled situational awareness for complex environments

Multi-Intelligence Fusion

  • Integration of diverse data sources across intelligence disciplines

  • AI-driven correlation to improve clarity, context, and decision-making

  • Scalable fusion pipelines designed for operational tempo

Natural Language Processing & LLMs

  • NLP and Large Language Model (LLM) solutions that enhance human–machine interaction

  • Automated data triage, summarization, and knowledge extraction

  • Mission-focused language models tuned for security, accuracy, and relevance

End-to-End MLOps

  • Full lifecycle machine learning solutions—from development to deployment

  • Secure model integration, monitoring, and continuous improvement

  • Accelerated transition from research to operational capability

How We Work

  • Mission-first AI — focused on outcomes, not experiments

  • Operationally deployable models, not lab-only prototypes

  • Secure-by-design architectures aligned to government environments

  • Scalable MLOps pipelines that support sustainment and evolution

We leverage heavily modified, state-of-the-art commercial ML solutions and tailor them to meet the unique constraints of government, defense, and intelligence missions.

Core AI & ML Capabilities

  • Machine Learning & Advanced Analytics

  • Multi-INT Data Fusion

  • ML-Augmented SIGINT

  • Natural Language Processing (NLP)

  • Large Language Models (LLMs)

  • End-to-End MLOps & Model Governance

The DeNOVO Difference

We bridge the gap between data science and operations. Our teams understand how to take AI from concept to capability, delivering systems that are trusted, explainable, and ready for mission use.

Interested in Connecting? We are always looking for opportunities to collaborate. Fill out the form and we’ll reach out.

Let’s work together.