We Help You Find Where AI Fits. Then We Build It.
We build custom LLM-powered tools and intelligent applications that your team will actually use. From working prototype to production system - typically in weeks, not months.
Our Mission
With 20+ years building software and a decade in ML and AI, we start with your problems, not the technology. We build AI that works in production - fast prototypes that become reliable systems, integrated without breaking what you already have.
We build LLM-powered tools, predictive models, and intelligent automation alongside your team. Not advisory decks - working software. Every project preserves the expertise and judgment that already drives your success.
Our Approach
The name PragmaNexus reflects how we work. Two principles shape every project:
- Pragmatic: Start with your problem, not the technology. Choose tools for reliability, not novelty. Integrate with what exists. Avoid complexity for its own sake.
- Nexus: Connect AI capabilities to domain knowledge and existing processes. AI should sharpen your team's judgment, not replace it.
These principles hold from first conversation through production deployment.
Our Services
Three ways we work with teams: finding where AI fits, building the systems, and teaching your people to maintain and extend them.
AI Opportunity Assessment
Find where AI actually fits your workflows. We map your processes, identify high-value opportunities, and build a roadmap you can execute.
- Evaluate existing workflows for practical AI applications
- Identify high-impact use cases based on real implementation experience
- Develop pragmatic roadmaps that align with business operations
Applied AI Development
Working prototypes in weeks. Production systems that your team can maintain. We build alongside you, not for you.
- Rapid prototyping of AI solutions from concept to working system
- Production-ready applications with proper evaluation frameworks
- End-to-end development from initial prototype to deployment
- AI integration into existing business workflows and processes
AI Implementation Training
Train your engineers on LLM integration patterns that work in production. Workshops, code review, ongoing support.
- Train engineering teams on reliable LLM integration patterns
- Share lessons from 20+ years of building production systems
- Provide ongoing guidance based on hands-on development experience
Practical AI Innovation
What we're learning as we build
Building reliable AI means systematic evaluation, proper tooling, and learning what actually works in production. No hype - just lessons from the field.
Common Questions We Hear
What organizations are asking when they reach out
Are you uncertain if AI will actually work for your specific business needs?
We build working prototypes with your actual data to prove AI value before any major investment. You'll see concrete results that demonstrate what's possible and what isn't, eliminating guesswork and giving you clear data to make informed decisions about scaling up.
Is your team overwhelmed by the flood of new AI tools and unsure which ones to adopt?
We start with your problems, not the tools. By focusing on what you actually need to accomplish, we identify the right AI solutions that integrate smoothly with your existing systems. This prevents costly tool switching and delivers results that stick.
Are you worried that AI will disrupt your workflows or replace institutional knowledge?
We build AI that enhances your team's expertise, not replaces it. Our solutions automate routine work while keeping your team's judgment central to important decisions. This means faster results without losing the knowledge and processes that already drive your success.
Are you getting pressure to adopt AI but uncertain where to start or what problems to solve first?
We evaluate your workflows to identify where AI will have the biggest impact. You'll get a clear roadmap prioritizing opportunities that deliver measurable value quickly while building toward larger goals. No overwhelming your team with too much at once.
Ready to explore AI but not sure where it fits your business?
Whether you're looking to automate research workflows, enhance decision-making with intelligent tools, or build AI-powered applications, we can help you identify the right opportunities. We've worked across industries helping teams implement practical AI solutions that deliver measurable results. Let's start a conversation about how AI can solve your specific business challenges.
Meet Our Founder
Matt Stockton brings over 20 years of hands-on experience building software systems across finance, healthcare, logistics, and consumer brands. At venture-backed startups and hedge funds, he has built everything from quantitative investment algorithms to large-scale data processing platforms that handle millions of transactions.
Having scaled data systems for organizations ranging from fast-growing startups to large enterprises, Matt understands what it takes to build AI systems that deliver consistent results in production environments.
Get in Touch
Let's talk about what you're trying to build
Prefer to use your own email client? Reach out to us directly:
[email protected]Tell us what problem you're solving. We'll tell you honestly if we can help.