Workflow architecture workbench
Know when to leave the canvas.
Clay is fast until workflow complexity becomes product complexity. Score the real boundary, see which factors move it, and leave with an architecture brief your team can use.
Grounded in a Clay vs custom-stack migration
Keep the boundary legible.
01Clay wins on operator speed
Keep workflows in Clay when operators own the logic, native data actions cover the job, exceptions are rare, and managed execution is more valuable than infrastructure control.
02Custom wins on product complexity
Move when custom APIs, tests, branching behavior, rapid feature iteration, or strict runtime controls dominate. At that point the workflow has become software.
03Hybrid is an architecture, not a compromise
Use Clay for enrichment and operator-facing tables while a tested service owns orchestration, state, and edge cases. Define the handoff contract and observability before splitting.