Last Updated: April 2026
Akorn Media Systems

Our Proprietary Technology

Your Google Ads campaigns are only as profitable as the systems running beneath them. Akorn builds proprietary automation that grades every product in your catalog, routes budget to your highest-margin SKUs, and eliminates wasted spend — without manual intervention.

These are the systems we run on every account.

Self-Optimizing Google Shopping Feed

Learn how our system grades every product by real ROAS and automatically routes top-performing SKUs to the right campaigns daily.

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Shopping Feed Optimization ROAS Script

The complete technical breakdown. See the GAQL queries, API integrations, and the exact 5-dimension logic powering the routing engine.

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Negative Keyword Automation

A custom-built system that scores search terms on conversion probability and automatically routes wasted spend into negative lists daily.

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AI-Native Google Ads Stack

How an AI-native agency uses scoped, rules-based automation and LLM tooling to compress account analysis from hours to minutes.

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MCP Servers for Google Ads: The Live-Query Stack

How five read-only MCP servers across Google Ads, Merchant Center, GTM, GA4, and Search Console pair with a maintained rulebook to keep every reported number right.

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Google Ads MCP: Query the Account, Not the Export

A read-only Google Ads MCP in production: performance, structure, and configuration questions answered live, plus three catches dashboards missed.

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Merchant Center MCP: The Live Shopping Feed Truth Layer

A read-only Merchant Center MCP in production: feed health, product-level truth, and cross-platform reconciliation with Google Ads.

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