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AI-driven marketers have a focus problem

When AI makes everything possible, how can marketers prioritize effectively? Learn how Amplitude AI Agents can help.
Product

Apr 10, 2026

8 min read

Alicia Chang

Alicia Chang

Product Marketing Manager

Amplitude Global Agent gives a comprehensive breakdown analyzing users who had high purchase intent but did not convert.

With a new way to use AI popping up every day, execution speed is no longer every marketer’s constraint. AI is the bandwidth hack that writes messaging, refines audience segments, and analyzes performance on demand…and it’s also becoming the status quo.

Now that everyone can move quickly on any idea, you’ll notice a new bottleneck. More open tabs, more live projects, and more reports become information overload, and the real question comes to light: Do you know what to move fast on? The thing keeping you from moving the needle isn’t speed; it’s focus.

Ironically, even though AI is causing this focus crisis for marketers, it can also provide a solution. Agentic analytics tools, like Amplitude AI Agents, deliver speedier insights to help marketers keep better track of what matters. AI Agents can monitor your programs continuously, surface what's working and what isn't, and help you execute on tests and improvements that’ll actually have an impact.

If “moving at the speed of AI” has you running headfirst into a focus bottleneck, here’s how agentic analytics like Amplitude can help.

More data doesn’t necessarily make decisions easier

Think about the last time you had to make a call without enough context. Gut feelings and instinct get you far, but it’s nerve-wracking to gamble on performance. Even if you’re lucky, this isn’t a system for long-term success.

The promise of digital analytics was to help marketers avoid that gamble by giving them the data they needed. With the right platform, some well-designed dashboards, and a couple of data analysts to help out occasionally, you’d get enough data-driven insights to skip guesswork most of the time.

However, that process isn’t moving at the speed of AI. Because AI is leading to more experiences, more reports, and more channels, it’s also leading to more data, more noise, and more decision paralysis. For many marketers, their intelligence layer can’t keep up anymore.

As a result, you’re still working on the same critical questions, just with more of them open at once:

  • Is anything I launched broken? Your campaigns went live, your homepage test is running, and that conversion drop might be a real signal or it might be a tracking issue. You haven't had time to check.
  • What channels are actually working? Paid, organic, and lifecycle are all running in parallel and attribution feels like a messy can of worms.
  • How do I improve conversions? You know the funnel leaks somewhere after the site visit. It makes sense to isolate where journeys derail, but it’s hard to surface the most important paths.
  • Who should I be targeting? Your best customers are far more valuable than average ones, but you haven’t figured out what it is about them that makes a difference.

How do you decide what to do without falling back on guesswork? Because if you do go back to guessing, you’re really just putting an AI force multiplier on your gambling odds.

AI answers for a non-technical marketer

While AI speeds up the production of noisy data, marketers are also finding that the right AI tools can speed up their rate of insight. They’re doing this with agentic analytics.

The conversation about AI agents has largely been an engineering one. Coding agents can now ship features faster and with more context, getting tagged in like an intern or teammate.

AI agents can do more than code, though. And it doesn’t take a GitHub repo or terminal skills for marketers to start using them.

Platforms like Amplitude have purpose-built AI Agents for helping with analytics. By integrating directly with your firehose of AI-driven marketing data, AI agents can find answers to your critical questions. They can also monitor what's happening across your programs, identify where performance is softening, surface opportunities you wouldn't have time to find manually, and design real experiences, like tests and guides. This work runs continuously in the background, so you can get clear answers and act on them, instead of getting overwhelmed by data.

Getting started with AI analytics: Amplitude Global Agent

If you’re an Amplitude customer, the easiest way to start with agentic analytics is through Amplitude’s Global Agent. On the surface, Global Agent is a chat interface (like Claude or ChatGPT) where you can ask questions in plain language. This makes it easy to start, right on your Amplitude homepage.

Beneath the surface, Global Agent is powered by your actual Amplitude data, dashboards and experiments in your account, and built-in analytics expertise, like retention, funnels, and statistical significance. Ask it a question about your customers, metrics, or data, and it’ll explore your data to get you useful insights.

Complex, a culture-defining media and commerce platform, put it simply: “It feels like it really understands our business.”

What makes Global Agent great for marketers is that it separates out the noise for you. You don’t have to dig through all the additional customer data you’re getting from doing more, faster. Global Agent can query charts, review session replays, and even create whole new analyses based on what you’re asking about for focused decision-making.

Try these marketing prompts with Amplitude’s Global Agent

Diagnosing a performance drop:

"What's driving the change in my homepage-to-signup conversion rate over the last 14 days? Break it down by traffic source, device type, and user segment—and flag anything that looks like a sustained pattern versus noise."

Finding your best optimization opportunity:

"Which step in my funnel has the highest drop-off among users acquired from paid search in the last 30 days? What can I test to reduce this friction?"

Identifying who's ready to convert:

"Which users showed purchase-intent signals in the last 7 days but didn't convert? What behavior separates them from users who did convert in the same window, and what's the most effective next action for each group?"

Ongoing monitoring and recommendations: Amplitude Specialized Agents

You unlock the next level of agentic analytics by having AI Agents deliver insights before you even need to ask. In Amplitude, marketers can get that with Specialized Agents.

You choose objectives like improving website conversion, reducing onboarding drop-off, increasing feature adoption, or surfacing target audiences. Agents run 24/7 with context from your Amplitude account.

NTT DOCOMO, a major mobile carrier, used Specialized Agents to improve conversion rates by 8x and shorten campaign analysis time by 90%.

There are three main Specialized Agents that marketers should check out:

  • The Dashboard Agent detects meaningful metric changes, investigates, and delivers a summary with recommended actions via Slack or email so you can catch and solve problems faster.
  • The Web Conversion Agent designs and launches tests based on observed friction, analyzes results, and proposes rollout or iteration decisions for you to review. It handles the setup work so you can test more of the right ideas.
  • The Session Replay Agent reviews your onsite and in-app user behavior to identify the most important friction points and impacts cohorts, and summarizes those insights to save you hundreds of hours at enterprise scale.

The focus marketers need

AI got rid of the bandwidth bottleneck. Marketers don’t really need to ask, “When will we have time to build this campaign?” They can vibe it into existence. But just because you can build it, does that mean it’s the right thing to build?

Knowing where to direct your attention, effort, and precious budget is hard. It’s made harder with so many AI-powered initiatives that you can spin up at a moment’s notice. AI has created a lot of noise.

But with agentic analytics like Amplitude’s AI Analytics Platform, AI can also be the solution marketers need to filter out the noise and focus on what really matters to their customers.

You've got the tools to move fast. Make sure you’re moving in the right direction with Amplitude AI Agents that track, analyze, and implement improvements 24/7.

Chat with Amplitude AI Agents today!

About the author
Alicia Chang

Alicia Chang

Product Marketing Manager

More from Alicia

Alicia is a Product Marketing Manager at Amplitude, focused on helping marketing teams get the most out of their AI and analytics. She helps brands learn how Amplitude's AI agents and built-in actionability turn data into personalized, automated, and better converting customer journeys.

More from Alicia
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