Your Business Identity Built Into AI
We capture your voice, your standards, and your thinking. Then we engineer AI around all of it.
We capture your voice, your standards, and your thinking. Then we engineer AI around all of it.
We figure out what makes your business yours. Then we build AI around it.
You've tried the tools. The output works, technically. It could also belong to any company in your field. Nobody captured your business's identity before the system got built. We start there.
You can see the tool. You know what it should do. You need the engineering. We take it from concept to working product, with strategy and engineering handled together.
AI is central to how you want to operate. We partner on larger builds that embed AI into your business with your identity running through the whole system.
Two years from now, the ones that still operate like themselves will be the ones that built differently.
Same tools, same defaults, same flattened output. That's where the industry is heading. The advantage is AI that could only belong to your business, built on your thinking, your standards, your positioning.
We build that kind.
AI products shipped
People taught to build AI strategically
Years in strategy, voice & systems
We build around the work your business does. We also start with a layer that rarely gets built: how your business thinks, decides, and shows up in the world. That layer is the reason your AI will work differently from your competitor's.
Your business runs on judgment calls. Intake, triage, routing, reporting, internal workflows. Every process carries decisions your team makes without thinking about them.
We capture those decision patterns and build automation that respects them. The system handles the volume. Your standards stay intact.
We build open-source, self-hosted AI infrastructure your business owns and controls. Your data stays with you. You choose the models. And because the system runs on your identity layer from day one, it operates as your business out of the box.
Your sharpest thinking lives in people's heads. How your senior hire handles a difficult client. The way your founder explains what you do. The judgment calls that never got documented.
We extract that knowledge, structure it, and build it into tools your whole team can access: retrieval systems, guides, playbooks, decision support. Your team stops depending on one person being in the room.
AI can produce marketing materials, website copy, customer communications, social content, and sales decks faster than your team can. The output converges on the same tone and positioning as the business next door.
We build the narrative and positioning layer first, then engineer AI systems that produce from that foundation. Your business scales its presence and keeps its identity.
Narrative & Identity Architecture
Before anything gets built, Mia captures how your business thinks, decides, and positions itself. She maps the identity layer: voice, decision patterns, positioning logic, the things that make your output yours. Then she encodes it into working files your AI systems run on.
Author. Substack bestseller. A 30+ product AI library and a decade in strategy, voice, and systems design.
AI Architecture & Engineering
Dan builds the technical systems that turn your identity layer into working software. Custom AI infrastructure from the ground up, open source when it fits, self-hosted when it matters, integrated into your existing operations without forcing you to rebuild your workflows.
Co-founder of Chillital. 7+ years across conversion optimization, product engineering, and AI infrastructure.
We capture what makes your business distinctive and engineer AI systems around it. You get the speed. Your business keeps its identity.
Identity first. Engineering second. Yours to keep.
