marketing_ops · saas · workflow
Klaviyo Segments AI: automating customer segment creation with prompt chaining and few-shot LLM agents
Klaviyo users at opposite ends of the experience spectrum both failed to get the most from segmentation: less experienced users could not translate their concepts into segment logic, while highly experienced users spent hours a week on repetitive segment building.
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · User describes desired segment
Users build segments of their customers using logical conditions based on customer actions or properties.
Tools used
OpenAIChatGPT
Outcome
Segments AI was released in November 2023 to Klaviyo's 130,000 customers, giving inexperienced users a simpler way to interact with segments and giving experienced users a way to automate creating complex segments.
Results
Volume130,000
Cost replacedhours a week
Running sinceNovember 2023
Grounding & classification
Source type: technical build writeup
16 fields verified against source quotes.
agentic workflowcontent generationmulti agent workflownamed customerproduction runtime claimedtools describedworkflow describedsoftwareemployee productivitytechnical build writeupmarketing opsagentic task execution