Custom Work
Built for your problem,
not a framework.
RAG pipelines, custom agents, fine-tuned models, inference systems, AI inside existing products. No methodology required. Just the problem, the constraints, and a deadline.
What we build
Custom AI systems, not methodology projects.
The full AI Journey is the right engagement for organizations doing a transformation. Custom AI work is for everyone else: a specific problem, a specific system, a specific deadline. We scope it, build it, and ship it.
Custom RAG Systems
Private document retrieval, semantic search, citation-grounded answers. Built on your data and your schema, not a generic endpoint. Works with whatever you already store documents in.
AI Agents & Orchestration
Multi-step agents that use tools, call APIs, and take real actions in real systems. Built with the frameworks that actually ship to production: LangGraph, AutoGen, or custom orchestration.
Model Fine-Tuning
Adapt a foundation model to your domain, tone, or classification task. LoRA, RLHF, DPO — the right technique for the actual goal. Includes evaluation so you know it works.
Inference Pipelines
Production-grade serving for embedding, generation, or classification. Quantized or full-precision, batched or streaming, on your infrastructure. Built to stay up, not just to demo.
AI in Existing Products
Adding AI capabilities to software that is already running. Search, summarization, classification, recommendations. Integrated properly, not bolted on with a third-party widget.
Evaluation & Benchmarking
If you cannot measure it, you cannot trust it. We build evals specific to your use case: accuracy, latency, cost, safety. So you know the model is doing the job before it goes to production.
When this is the right engagement
You have a problem. We build the solution.
Not every AI engagement is a transformation. Sometimes you need a thing built.
You have a specific problem
Not a vision. A concrete thing you want AI to do. A search that works on your private docs. A classifier for your support tickets. An agent that handles a specific workflow.
You need to ship, not plan
You have been through enough strategy. You need working software. We scope, build, and deliver — no roadmap theater, no six-month engagement before anything exists.
You have an existing product
Software you own that needs AI added to it. We know how to integrate properly into existing codebases, not just build a separate service that never quite fits.
You have a proof of concept
Something that works in a notebook, or in a demo, that needs to become a production system. We know the gap between a prototype and something that runs reliably under load.
The full Journey is too much
The 4-phase engagement is right for organizations doing a real transformation. If that's not you right now, custom work is. We'll tell you honestly which one fits.
You need expertise, not a vendor
We work directly with your team. No account managers. No hand-off. The person you talk to is the person building the thing.
Tell us what you're trying to build.
No intake forms. No discovery call theater. Tell us the problem and we'll tell you how we'd approach it.