surfaceclassificationaudience_llm
Classificationdimension · returns varchar

AUDIENCE_LLM

LLM-backed audience identification (escape hatch for AUDIENCE)

Per-row classifier — stable across GROUP BY.

classificationllmllm-escape-hatchtext

Arguments

nametypedescription
textVARCHAR
domainVARCHAR

About

LLM-backed escape hatch for audience identification. Use when AUDIENCE (zero-shot NLI) misclassifies — typically nuanced domain-specific audiences (e.g., "senior security engineers at fintech startups") that need world knowledge.

Examples

LLM escape hatch identifies audience

SELECT
  audience_llm ('Scientific paper on quantum mechanics')

Nearby rabbit holes

same domain
Climb back to The Looking Glass