Pharma Marketing Asset Studio

$1M revenue influenced · 66% less manual effort

A pharma campaign content system that combines specialist agents, hybrid retrieval, and quality evaluation to turn a campaign brief into grounded marketing assets.

Generate campaign assets from a brief and retrieved brand context
Coordinate specialist steps with agent handoffs and tools
Track 10+ quality metrics; response quality improved 38%

HIGH LEVEL DESIGNSELECT A STEP TO EXPLORE

STEP 01 / 05Campaign brief

Channel, audience, objective

RUNTIME / SYSTEM LAYER

OpenSearchLLM evaluation framework10+ quality metrics

Sanitized high-level view of the shipped workflow. Internal implementation details are intentionally omitted.

WHAT I BUILT

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

MORE SYSTEM DESIGNSBrowse all five systems

From the constraintto the system.

Let’s make thenext step concrete.

From the constraint
to the system.

Let’s make the
next step concrete.