01Multi-agent content system
ZS Associates · US pharmaPharma asset generation engine
$1M revenue influenced · 66% less manual effort
A governed generation workflow for pharma marketing teams. It combines agent handoffs, tool orchestration, and hybrid retrieval so generated assets stay grounded in the right brand and product context.
HIGH LEVEL DESIGN01 — FLOW
01 · RequestCampaign briefChannel, audience, objective
02 · CoordinateAgent handoffsTask routing + tool calls
03 · GroundHybrid retrievalOpenSearch · few-shot · ReAct / CoT
04 · ProduceAsset generationPharma marketing content
05 · EvaluateQuality harness10+ metrics · quality +38%
RUNTIME / SYSTEM LAYER
OpenSearchLLM evaluation framework10+ quality metrics
From the constraint
to the system.
Designed the multi-agent flow and retrieval integration, then built evaluation coverage around the quality dimensions that mattered in production. The evaluation framework tracked 10+ metrics; response quality improved 38%, with production errors reduced by up to 50%.
END-TO-END PATH
01Campaign brief
02Orchestrate task and tools
03Retrieve relevant brand context
04Generate channel-ready asset
05Evaluate quality and grounding