AI systems for real workflows

AI systems that do the work.

Automations, custom agents, and research-grade ML that take real work off your team's plate — built by the team behind Sciloop (YC F25).

MIT Y Combinator (F25) IPhO Medalists MIT CSAIL

What we build

Three ways we take work off your team's plate.

AI Automation

Automate the repetitive, document-heavy work that eats the day — intake, support triage, reporting, data entry, follow-ups.

Turn a 30-minute manual task into 30 seconds.

Custom AI Agents

Internal copilots and customer-facing agents that actually know your business — RAG over your own documents, tools, and data.

Answers from your data, not the open internet.

Applied ML & Research

The hard stuff most shops can't ship: custom models, fine-tuning, evaluations, retrieval, and performance work.

When off-the-shelf AI isn't enough.

How it works

A build engagement, then optional support.

  1. Map

    We find the workflow where AI pays off fastest.

  2. Build

    We design and ship the system on your stack.

  3. Integrate

    It plugs into the tools and data your team already uses.

  4. Maintain

    We keep it running and improving — optional retainer.

Why us

Built by IPhO medalists and MIT CSAIL researchers — the team behind Sciloop (YC F25), which builds reasoning data for frontier AI labs. We do the hard parts a no-code wrapper can't.

Good fit if

You already know where the work is slow.

Start with the workflow

Tell us what's slowing your team down.

One call. We'll tell you what's worth building — and what isn't.