AI · Machine Learning · Data Engineering

We build AI systems for production.

Hoja designs and ships machine learning models, agents, and custom software. We turn your data into systems your team uses.

Services

What we do

From data pipelines to production AI products. Pick what you need, or let us scope the whole engagement.

AI Knowledge Bases

We connect your documents and databases to AI. Your teams ask questions in natural language and get accurate, sourced answers. Access controls match your business rules.

AI Agents

We build agents that act on your behalf. They read data, act within limits you set, and connect to the CRM, messaging, and project tools your teams already use.

Data Engineering

We build pipelines that collect and serve your data. Your teams get reliable access to information. Your models stay accurate with fresh data.

Custom Software

We build web applications and APIs that fit your workflow, with clean architecture and tested code. Your team maintains the product after launch.

MLOps & Infrastructure

We ship AI systems into production and keep them running, with automated training, monitoring, and scaling. It keeps running without someone watching it.

Technical Strategy

We assess your data, pick the right approach, and scope the build. You get a plan with timelines and a clear yes or no.

Technologies

Our technology stack

We lean toward open-source models and vector search you can own and run on your own infrastructure. As a consultancy, we also work with the stack your team already runs.

Open weights

Qwen

Qwen

Kimi

Kimi

DeepSeek

DeepSeek

Z.ai

Z.ai

Mistral

Mistral

Hugging Face

Hugging Face

Hosted APIs

OpenAI

OpenAI

Anthropic

Anthropic

Gemini

Gemini

Grok

Grok

OpenRouter

OpenRouter

Fireworks

Fireworks

Serving & orchestration

vLLM

vLLM

Ollama

Ollama

Ray

Ray

LangGraph

LangGraph

MLflow

MLflow

W&B

W&B

Data & retrieval

PostgreSQL

PostgreSQL

Qdrant

Qdrant

Redis

Redis

Databricks

Databricks

Spark

Spark

Airflow

Airflow

Cloud & infrastructure

AWS

AWS

Google Cloud

Google Cloud

Docker

Docker

Kubernetes

Kubernetes

Terraform

Terraform

GitHub Actions

GitHub Actions

Contact

Tell us about your project

Tell us what you are building. We will get back to you within one business day and be honest about whether we can help.

or schedule a call