Custom AI Model Services
Purpose-built AI, trained on your data, deployed on your infrastructure.
Off-the-shelf models are designed for everyone. That means they're optimized for no one. We build AI systems that understand your domain, speak in your voice, work with your data, and run where you need them to run.
Get a scoping call →What we build
Every engagement is scoped to your specific problem. These are the most common starting points.
Fine-Tuning
Take a foundation model and train it on your data, your tone, your domain. Fine-tuned models outperform prompt engineering on consistency, cost, and latency — especially at scale.
Right for you if: you send the same types of prompts thousands of times per day and need consistent, fast, cheap output.
Private RAG Pipelines
Retrieval-Augmented Generation connects your documents, databases, and knowledge bases to an LLM — without ever sending your data to a third party. Your docs stay on your infrastructure.
Right for you if: you have proprietary data that can't leave your environment, or you need AI that answers questions about your specific business.
Custom Inference Infrastructure
Deploy open-source models on your own hardware or cloud. We handle the MLOps: model serving, autoscaling, monitoring, and cost controls. Full ownership, no API dependency.
Right for you if: your AI usage is high enough that API costs are material, or you need data residency guarantees.
AI Agent Pipelines
Multi-step AI workflows that reason, retrieve, call APIs, and act on results. We build the orchestration layer that turns a model into a system that does real work.
Right for you if: you need AI to do more than generate text — schedule, search, process, and integrate with your existing tools.
Model Evaluation & Benchmarking
Before you ship, we build eval harnesses that test your model against real production scenarios. Know exactly where your model performs and where it breaks — before your users find out.
Right for you if: you're deploying AI to customers and need confidence it won't embarrass you.
Prompt Engineering & Optimization
Systematic prompt design, testing, and optimization. We turn vague requirements into production-grade system prompts with version control, eval metrics, and rollback capability.
Right for you if: you're using off-the-shelf API models and need to squeeze more reliability and performance out of them.
How it works
01
Discovery call
We learn your use case, data, and constraints. No commitment — just an honest conversation about whether custom AI is the right call.
02
Scoping & proposal
We scope the build and send a written estimate within 48 hours. Fixed price, fixed scope. You know the cost before work starts.
03
Build & evaluate
We build, fine-tune, and evaluate. You see progress weekly. We don't ship until eval metrics meet the bar we agreed on.
04
Deploy & handoff
We deploy to your infrastructure and hand off full documentation, monitoring dashboards, and a 30-day support window.
Ready to build AI that actually fits?
Tell us what you're trying to build. We'll tell you if custom AI is the right call — and if it is, what it would cost.
Get a scoping call →