Add capacity without adding headcount.

A chat window answers questions about whatever you paste into it. It cannot watch your inbox, know a new document has arrived, classify a hundred thousand filings, or put the result into the systems your team works in. That takes infrastructure — integrations, retrieval pipelines, approval gates, logging — engineered around the models, inside your environment. That infrastructure is what we build.

An agency. We are AI integration and infrastructure partners: a senior engineering team that designs, builds and runs custom AI systems inside your business. There is no product to subscribe to — what you get is working infrastructure on your own stack, and you own it outright.

Whichever the problem actually needs — orchestration tools where they fit, custom code and fine-tuned models where they do not, often both in one system. The value is not the tool; it is the system design, the integrations and the reliability engineering around it. We are not reselling a workflow builder.

Inside your own environment. We deploy on the infrastructure you already run — including private, self-hosted model instances on AWS, Azure or Google Vertex AI where compliance requires it — with role-based access and full audit logging. Your data never leaves your boundary and is never used to train a model: not ours, and not any provider’s.

It is designed to surface uncertainty rather than guess. Low-confidence outputs are flagged for a human instead of being silently accepted, and a human-approval gate sits wherever you want one — before a document is filed, an order is placed, or an email leaves. Every step is logged, so you can always see what happened and why.

No. Everything we build wires into the stack you already run — your CRM, DMS, practice management, tax software, accounting system or data warehouse. Replacing a working system is the most expensive way to start, so we connect to it instead.

You do. We build assets you own outright, on your infrastructure, documented and handed over — not a subscription you rent from us. If we part ways, the system keeps running and your team has what it needs to operate and change it.

A focused workflow is typically live in 3–5 weeks; a full multi-agent system across a department is usually a couple of months. Every engagement is fixed-price, with the scope, the success metrics and the price agreed in writing before any code is written. The audit that precedes it is free.

Yes. Our depth is in regulated industries — financial services, legal, insurance, private equity — because that is where the constraints are hardest. But the work is defined by the bottleneck, not the sector: if you have repetitive, high-volume work in documents, sales, support or operations, the same engineering applies.