Multi-Agent Marketing Intelligence Platform
Seven specialist AI agents. One orchestrator. Weekly marketing intelligence delivered automatically.
Built a multi-agent AI platform where a top-level growth orchestrator coordinates seven specialist skills: Google Ads, Analytics, Search Console, Meta Ads, CRO, Microsoft Clarity, and Meta Performance. Each expert pulls live data from its platform, they consult each other, and deliver consolidated audits, weekly recaps, and actionable optimization reports.
The challenge
Running marketing across Google Ads, Meta, organic search, Google Analytics, and CRO means managing five different platforms with five different data models. Getting a unified picture requires pulling data from all of them, normalizing it, and reasoning across channels. No single platform does this. Doing this manually takes hours per week and still produces a fragmented view.
Approach
- Designed a hierarchical skill architecture: one growth orchestrator at the top, specialist skills below it. Each has a clear ownership boundary.
- Google Ads skill: pulls campaign performance, identifies wasted spend, surfaces keyword and bidding opportunities
- Google Analytics skill: session, conversion, and funnel data. Broken down by channel, device, and page.
- Google Search Console skill: organic rankings, click-through rates, impression share, crawl issues
- Meta Ads skill: campaign structure, creative performance, audience overlap, spend efficiency
- Meta Performance skill: detailed ad-level and creative-level breakdowns with optimization recommendations
- CRO skill: conversion rate analysis across pages, funnels, and device types
- Microsoft Clarity skill: connects to Clarity to inspect actual session recordings and heatmaps. Surfaces UX issues blocking conversion.
- Growth orchestrator synthesizes inputs from all skills into weekly board recaps and prioritized action plans
Results
- 7 — specialist AI skills built and integrated
- 1 — orchestrator coordinating all marketing channels
- Weekly — automated recaps with cross-channel synthesis
- Real user — behavior surfaced via Clarity + CRO integration
Tools used
Claude AI, Google Ads API, Google Analytics API, Search Console API, Meta Ads API, Microsoft Clarity, Python