Research & Consulting
AI readiness isn't a technology problem. It's an organizational one.
Most organizations have access to the same AI tools. The difference is whether they have the architecture, knowledge infrastructure, and judgment to use them well. That's where we work.
Enterprise & mid-market
Is your organization actually ready for AI, or just ready to say it is?
Readiness is data, process, people, and governance—not a vendor bake-off. We map where you actually stand, name the gaps that block value, and build a roadmap biased toward shipping, not decks.
Healthcare · Finance · Legal · Defence
The most capable AI systems are the ones your organization can actually use.
When residency, regulation, or confidentiality make cloud AI a non-starter, we design private and on-prem stacks that still perform. Model choice, deployment, knowledge pipelines, and governance—grounded in our Autark-class work.
Large organizations & institutions
The competitive advantage isn't having AI. It's having AI that knows what your organization knows.
The edge is not the model—it is whether your AI can use what your organization already knows. We design knowledge bases, augmentation workflows, and processes tailored to how you operate—not generic playbooks.
Healthcare · Education · Sovereign data · Policy
The public sector has more to gain from AI than almost anyone, and the most to lose from getting it wrong.
Healthcare, education, sovereign data, public-sector AI: the trade-offs are civic, not just commercial. We pair technical depth with strategy so efficiency does not crowd out equity, access, or accountability.
Tailored, not templated.
We don't sell packaged consulting products. Engagements are scoped around your specific situation, typically beginning with a structured discovery phase, followed by a defined deliverable (strategy document, architecture design, implementation roadmap, or hands-on build). Some engagements evolve into longer-term advisory relationships. We work with a small number of organizations at any given time.
Research publications
We publish research when we have something worth saying. That's less often than we'd like, and more considered than a content calendar would produce.
April 2026 · Strategic intelligence
AI & The Labor Market: Meta Analysis Report
Macro mechanisms, retraining limits, trades versus office work, credential dynamics, and what agentic AI does to bargaining power—plus a playbook for leaders. Read the overview; download the full PDF with email.
Open report →