AI is the new operating layer. We build yours, with you.
Sadow is an engineering firm. We build intelligent systems for companies at any point in the process.
Discovery & solution design
Scoping the problem before code. Choosing where AI fits, and designing the system around it.
Agent architecture & orchestration
One agent or many. Loops, tools, memory, coordinators, handoff contracts, replayable traces. Built for the debugging you'll actually do in production, not the diagram in the deck.
Tool & MCP servers
The tool layer agents call. Strict schema validation, deterministic boundaries, and fallback behavior for when the model hallucinates arguments or times out mid-call.
Observability
Structured traces, token accounting, cost attribution per request path. So you can answer "why did this call cost $2.40?" in one query.
Cost & performance optimization
Making deployed systems cheaper and faster. Token caps, caching, latency budgets, and profiles that show where cost and time actually go.
Legacy modernization
Modernizing systems that need a path forward. Extending what's there when that fits, rewriting when it doesn't. Shaped to the system's needs, not to a framework.
AI operating layer
The internal infrastructure your team uses every day: integrated context, persistent memory, agent skills your people can extend, scheduled automations that compound over time.
Capability transfer & enablement
Internal AI capability is not something you buy. We embed your team in the build, train them as the system grows, and transfer ownership so they carry it forward without us.
Every engagement is shaped to the client's specific problem, not a template. We're an AI solutions firm, but AI is a tool, not a default.
Every engagement pairs you with the person building the work. Support is personal, through delivery and into ownership: documentation, training sessions, handoff reviews.
The evaluation harness comes before the code. It defines what success looks like, and it keeps running after launch.
Observability, rate limits, and fallback logic are scoped on day one. Not bolted on after launch, and not optional.
Internal AI capability can't be outsourced for long. We co-build it with you, embed your team in the work, and transfer ownership when the system can stand on its own. You carry it forward.
Have an intelligent system to cultivate?
Every engagement is shaped to your specific problem. Send us a note about where you stand.