Real Systems - Built by engineers

Turn AI into measurable outcomes.

A clear roadmap, and the team to build it. Practical AI systems and automations, live in days — not months.

See how we work

Trusted by

What We Do

Pick the track that matches your problem.

GTM Engineering

Signal-driven outbound.

We wire your GTM stack into one signal-to-action engine.

Buying signals unified in one layer with Common Room.
Automated enrichment straight into sales cadences.
Human-approved outreach, compliant by design.

Case study →

MCP & Data Products

Your data, inside every AI assistant.

Production MCP servers that turn proprietary data into distribution.

OAuth-secured, one-click connection for end users.
Task-oriented tools instead of API sprawl.
Designed and delivered on Google Cloud.

Case study →

AI Upskilling & Training

Adopt the platform. Enable the people.

Governed AI platforms, plus the training that makes adoption stick.

From Lovable proof-of-concept to a governed production pilot.
Company-wide AI training plus a 6–8-week engineering track.
400+ leaders trained across technology organizations.

Case study →

See all case studies →

Industries We Serve

Our customers see value across industries.

Tech GTM Healthcare Accounting AEC Financial Services

How It Works

Fixed scope. Clear owner. Measurable outcome.

Discovery Sprint

We sit with your team, map where time is wasted, and define exactly what to build — with a concrete plan, not a vague roadmap.

Implementation: Build and Enable

We implement or build the automations and AI agents your team needs, inside your existing tools, and make sure your team can run them without us.

Partnership: Optimize Over Time

After launch, we stay involved to fix what breaks, improve what works, and build what's next.

Time-bound engagement with fixed scope and fixed timeline.
One problem, one owner, one measurable outcome.
Clear decision at the end: scale, iterate, or stop.

Who This Is For

This is for teams that need clear decisions and shipped outcomes.

Have clear workflow problems but no confidence in which platform stack to bet on.
Are getting tool demos, but not a concrete implementation plan.
Need results this quarter, not a roadmap for next year.
Want someone who will build it and make sure their team can own it.

Official Partners

We're official partners with the platforms you already run on.

AWS, Google, Monday.com, OpenAI, Anthropic and more — partner status means direct access to their engineering teams, early builds, and support paths, so what we ship for you is built on the platform the way the platform intends.

Still hearing pitches, but not getting a build plan?

Tell us what your team does manually today. We'll figure out what to build — and ship it.