AI for Marketing
AI for Marketing Insights

AI marketing tactics, tools and playbooks

Tested, practical guides on putting AI to work across creative, attribution, automation, and growth. Written by the AI for Marketing team.

AI for Marketing Insights is a library of practical, tested playbooks for performance and growth marketers using AI. Every guide breaks down one real tactic you can apply the same day, with the prompts, checklists, and field rules to do it yourself. No theory, no hype, just what works in real campaigns.

What you will find here

Each article is built around a single workflow a marketer actually runs, not a trend recap. We cover the parts of the job where AI changes the work in practice, and we show the steps, not just the idea.

AI advertising and product feeds

How to show up in AI-driven ad channels like ChatGPT Ads: building spec-compliant product feeds, writing feed copy that ranks on relevance, and getting your catalog live and clean before the auction fills up.

Attribution and measurement with AI

How to credit channels honestly using AI-assisted attribution and incrementality testing, what first-party data you need first, and the traps that quietly inflate your ROAS.

Automation and workflows

Which marketing workflows are worth automating first, how to build them with AI without breaking your reporting, and where automation saves real hours instead of adding fragile complexity.

Creative and copywriting with AI

Prompt systems for ad hooks, landing pages, and email that hold your brand voice, and how to use AI for volume without producing generic copy.

AEO and GEO, getting surfaced by AI search

How to make your content discoverable and citable by AI answer engines like ChatGPT, Claude, and Perplexity: structured content, the technical setup that matters, and why AI crawlers behave differently from Google.

How we work

We test before we recommend, label first-party data clearly, and link to primary sources so you can check our work. We do not publish fabricated numbers. When we do not have data on something, we say so. Every guide is written by practitioners who run these tactics in real growth and performance campaigns.

All articles

Attribution 9 min

Most A/B Tests Cannot Detect a Real Win

Real winning lifts are tiny, but detecting them needs traffic most sites lack. Most A/B tests are underpowered. Test bigger and fewer, not more.

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AEO/GEO 9 min

AI Engines Cite Pages That Don't Rank in Google

Getting cited by AI is not SEO with new keywords. The cited pages rarely rank, brand mentions beat backlinks, and structure beats keyword density.

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ChatGPT Ads 6 min

ChatGPT Ads Can Finally Prove They Drive Sales. Set Up the Tracking Before You Need It.

ChatGPT ads now support conversion tracking and CPA bidding. Set up the OpenAI pixel or Conversions API now to unlock the performance campaigns.

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Creative 9 min

Creative Fatigue Is a Targeting Problem Now, and AI Is Making It Worse

Creative is the new targeting, it fatigues on a schedule, and ROAS warns you too late. AI makes the decay arrive faster, not slower.

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Automation 6 min

Google Ads Will Spend Your CPA Surplus Starting August 17. Audit Before July 6.

Google's August 17 bidding change lets over-delivering Target CPA and ROAS campaigns drift toward their targets. Audit and reset before July 6.

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Attribution 9 min

Your ROAS Measures What Ads Touched, Not What They Caused

Platform ROAS measures what ads touched, not what they caused. The worst overstatements sit in branded search and retargeting. Measure cause instead.

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Automation 5 min

Meta Finally Attacked the Junk-Lead Problem. Most Advertisers Will Skip the Fix.

Meta shipped lead verification and instant Messenger chat for lead ads. Here is the setup most advertisers skip, and where AI closes the gap.

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ChatGPT Ads 5 min

ChatGPT Ads Now Eats a 2-Million-Item Feed. Here's the One Claude Builds for You Tonight

OpenAI switched on product-feed campaigns in ChatGPT Ads. The feed is the creative: the field rules that get you surfaced, plus a free Claude skill that builds the feed.

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Agentic Web 8 min

Bots Now Outnumber Humans Online: A Marketer's Playbook for the Agentic Web

Machines now generate more web traffic than people. What the agentic web changes for discovery, agent-driven buying, and measurement.

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Attribution 9 min

AI Marketing Attribution: A Practical Guide for 2026

How to use AI models to credit channels honestly, the data you need first, and the traps that quietly inflate your ROAS.

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