Nine Chain Patterns for LLM Applications
Most LLM applications are built from a handful of reusable patterns. Picking the simplest one that fits keeps cost, latency, and risk down.
Read and view the infographicMost LLM applications are built from a handful of reusable patterns. Picking the simplest one that fits keeps cost, latency, and risk down.
Read and view the infographicAI agents range from a single model call to multi-step planners that act on real systems. The right pattern depends on the task and on what happens if the agent is wrong.
Read and view the infographicA demo needs a model and a prompt. A production AI system in an agency needs four layers working together, each with its own decisions and controls.
Read and view the infographicNot every problem needs an agent. Understanding the three approaches helps agencies match ambition to risk and to the data they can trust.
Read and view the infographicAs AI moves from pilots into mission processes, success depends on clear ownership of strategy, value, adoption, risk, and responsible use.
Read and view the infographicGovernance works best as a lifecycle, not a one-time approval: lighter paths for low-risk productivity tools, stronger evidence and oversight for high-impact uses.
Read and view the infographicWe walk agency and industry teams through these patterns using their own systems as examples.