Framework

Five LLM workflow patterns

The question it answers

When a product team sets out to build an LLM into a process, which workflow patterns (chaining, routing, parallelisation, orchestration, evaluation) suit each task?

Origin
Anthropic, 2024
Diagram type
Hub diagram
Level of analysis
Team
Delivery lorry pulling a chain of linked glass boxes, icon for supply chain

Diagram

Five LLM workflow patterns

Augmented LLM (retrieval, tools, memory)
Prompt chaining
Routing
Parallelisation
Orchestrator–workers
Evaluator–optimiser

Sources

References

Listed A–Z by author surname, Harvard style. A source with a DOI links to https://doi.org/…; one without links to its page or says plainly that it has no DOI.

  1. Anthropic (2024) Building effective AI agents. Anthropic Research.No DOIanthropic.comSource page