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Product updates, engineering deep-dives, and marketing intelligence insights from the Agentcy team.

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Apr 8, 20268 min read

Introducing Agentcy: The Hosted Marketing AI Agent

Today we're launching Agentcy — the hosted marketing AI agent. Configured once, connected to all your marketing data, reachable from any AI tool you use or any AI agent you build. Real answers, not raw data.

launchannouncementagentmarketing
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Apr 4, 202613 min read

You Manage 20 Clients. MCP Servers Expect You to Manage One.

The MCP protocol has zero support for multi-tenant workflows. We tested what happens when an agency tries to connect 20 clients to the same marketing MCP servers. The results range from fragile to broken.

mcpagencymulti-tenantarchitecturebenchmarks
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Apr 1, 202618 min read

Connecting AI to Your Marketing Data: Every Approach, Compared

MCP servers, ChatGPT plugins, native platform AI, API wrappers, ETL pipelines — there are now six ways to connect AI to your marketing data. We tested them all. Here's what actually works, what it costs, and what breaks at scale.

mcpai-integrationmarketingarchitecturecontext-window
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Mar 29, 20266 min read

From Raw JSON to Actionable Insights: A Side-by-Side Comparison

What does a GA4 API response actually look like? We put a raw JSON dump next to a synthesized insight. The difference is 25,000 tokens of noise vs. 1,200 tokens of recommendations.

comparisontoken-savingsinsightsga4
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Mar 27, 20265 min read

What Marketers Actually Ask AI (And Why Most Tools Can't Answer)

The questions marketers ask don't fit neatly into one data source. 'Why did conversions drop while traffic went up?' requires GA4, Search Console, and Google Ads working together. Here's why that matters.

marketingcross-sourceinsightsuse-cases
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Mar 25, 20267 min read

5 Marketing Questions: From 60 Minutes to 60 Seconds

Marketers spend 4 hours a day on manual tasks. These five cross-source questions used to take up to an hour each. We measured ours — the longest took 94 seconds.

use-casesproductivitycross-sourceinsightsbenchmarks
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Mar 23, 20268 min read

Why Your AI Gives Bad Marketing Advice (And How to Fix It)

47% of marketers encounter AI inaccuracies weekly. 36% have published AI-generated content with errors. The problem isn't the AI — it's what you're feeding it.

insightsaccuracysynthesisdata-quality
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Mar 21, 20265 min read

The Agency Problem: Managing 20 Clients in the AI Era

Agencies juggle dozens of client accounts across GA4, Search Console, Google Ads, and more. AI tools weren't built for this. Here's what multi-tenant marketing intelligence actually looks like.

agenciesmulti-tenantworkflowcredentials
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Mar 19, 20267 min read

"GA4 Is Making Me Cry": The Problems Marketers Are Posting About (And How AI Should Solve Them)

We went through GitHub issues, Reddit threads, and forum posts to find real complaints about marketing data and AI tools. 75% of SEOs hate GA4. Cursor's 40-tool threshold breaks workflows. And 47% of marketers hit AI errors weekly. Here's what we found.

communitypain-pointsga4mcpresearch
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