AI MVP & custom AI development services
From idea to AI product
A product, an internal tool, the AI feature your roadmap keeps deferring — whatever you're building, you don't need a six-month discovery phase. You need the first working version, built by people who've done this before.
Custom AI development with scope discipline: one high-value wedge, real data from day one, an evaluation set before launch, and a system you own outright.
Our work
Thirty-six shipped systems across defense, science, law, retail, and finance — NASA research platforms, U.S. Air Force knowledge systems, production trading models, and venture-backed products. Every tile is a real project.
Energy Optimized Autonomous Vehicle
AI Augmented Education Technology Platform
Secure Knowledge Synthesis and Intelligent GPU Scaling
AI Compliance Platform for Defense
AI Algorithmic Trading System Outperforming the Market
Privacy Payments for Signal
RAG Scientific Question Answering for NASA Space Biology
Retrieval Augmented Generation for Top Law Firms
The End of Search: Natural Language Interaction (For this Page)
Retrieval Augmented Generation for Retail: Solving 3D
AI Fact Checking Engine
Medical Diagnostic AI
Life Saving Genome Analysis Pipeline
AI Infrastructure for Gig Economy App
Machine Learning Aided Rational Drug Discovery and Design
AI-Driven Marketing with Record Conversion
LLM Visibility and SEO Machine
Self Driving Tractor
Quantum-Resistant Security Audit
Blockchain Freight Routing Network
Secure AI Casework and Financial Tracking Platform
3D Printing IoT System
Agricultural Technology System
Solana Validator Infrastructure
Reinforcement Learning Arbitrage Printer
Decentralized Local Commerce
Pioneering The LLM Revolution
Science Without Barriers
Solar Infrastructure Monitoring
Agentic Engineering Workshops
Record Breaking Satellite Board
Real-World OSINT and Penetration Testing
Stablecoin Vault Infrastructure
Treasury De-Fi Protocol and Gaming Platform
Just Play Snake
Some Decent CoffeeMost AI projects die in one of two ways: a six-month plan that never ships, or a weekend demo that never survives users. The fix is the same for both — find the smallest version worth shipping, and ship it first.
An AI MVP is not a cheaper version of the big plan — it's the wedge that proves the plan. We map your users, the one workflow where AI pays for itself, and the data that matters, before anyone writes a line of code. Then we cut everything that doesn't serve the first release.
The team that builds your MVP ships production AI for defense, science, and venture-backed startups. Generative AI app development when language is the product, custom ML when it isn't, and plain reliable software where a model would just be expensive decoration.
Real data from day one, an evaluation harness before the pilot, and a measured rollout instead of a big-bang launch. Speed without scope discipline is just a faster way to build the wrong thing — we hold both.
Production-grade by default
An MVP is still a product. Cutting scope is healthy; cutting engineering is how you end up rebuilding everything in month four. Every Horizon build keeps the parts that make version two possible.
Sometimes the answer is an LLM with retrieval. Sometimes it's a forecasting model, a vision stack, or deterministic code with no model at all. We architect for your problem, not for our favorite acronym — and we'll tell you when AI is the wrong tool.
Private deployments, permission boundaries, and a codebase your team can run without us. We build AI for defense and law — industries where a data leak is not a learning experience — and your MVP gets the same defaults.
Expected behavior, failure modes, and regression checks defined before users arrive — plus logs, eval sets, and documentation handed over at the end. No black boxes, no hostage situations.
Tell us what you're trying to build — we'll tell you what the first shippable version looks like, how long it takes, and what it costs. Straight answer, no deck.
