AI Systems Engineering

Deploy your AI Systems that actually scale.

MetaSmith builds agents, automation, and governance on an engineered context graph of your business — so AI runs real operations, not demos.

Email hello@metasmith.ai What's a context graph? ↓
The context graph

Everything your AI needs to know, connected.

Every AI project starts from the same problem: the model is smart, but it knows nothing about your business. Context engineering is the discipline of fixing that — deliberately, not with a longer prompt.

We build your operation a context graph: your people, organizations, systems, standards, decisions, and workflows, modeled as one connected graph. Agents don't start from zero — they navigate it, act on it, and leave their work behind as new context.

It compounds. Every decision recorded, every standard enforced, every run logged makes the next system smarter than the last.

Node types
  • personwho owns and decides
  • organizationthe entities you run
  • systemwhat does the work
  • standardthe rules systems obey
  • decisionwhy things are the way they are
  • workflowthe loops that keep it moving
  • memorywhat your systems learn and keep
What we build

Systems on top of the graph.

build:agents

Agents & workers

Autonomous agents that carry real responsibilities — intake, triage, research, outreach — grounded in your context graph so they act like they work for you.

build:automation

Operational automation

The unglamorous middle of your operation — capture, routing, approvals, follow-ups — engineered end to end, with a human gate exactly where you want one.

build:governance

Governance & observability

Standards your systems are scanned against, ledgers of every unit of work, and metering for every model call. You always know what your AI did, and what it cost.

build:integration

System integration

Your existing tools wired into the graph — chat, calendars, CRMs, ticketing, data warehouses — so agents work where your business already lives.

How we know it works

We run our own company on it.

MetaSmith operates a portfolio of companies and systems on the same engine we build for clients: one context graph, standards compiled and scanned nightly, every unit of work logged to a ledger, agents doing the carrying.

That's the difference between a methodology and a pitch — we're our own first client, and the engine has to earn its keep every week.

Contact

Tell us what your operation needs to know.

One email starts it. We'll reply with a short call slot and an honest read on whether we're the right fit.

Email hello@metasmith.ai