10 January 2025 · 7 min read
The AI Growth Marketing Playbook: What's Actually Working in 2025
AI hasn't made growth marketing easier - it's made the gap between teams who use it well and those who don't much wider. Here's what high-performing growth teams are doing differently.
By The AI Internship Team, TAI Labs
From the archive. Originally published 2025-01-10. Tool details, examples and offers reflect that publication date. See our current guides for newer material.
AI in growth: the productivity paradox
Everyone has access to the same AI tools. So why are some growth teams 3× more productive while others have added AI to their stack but aren't seeing results? The answer is almost always workflow design - not which tools they chose.
What high-performing growth teams are doing
Programmatic content at scale, with quality gates
The teams winning at AI-assisted content aren't publishing everything Claude generates. They're using AI to generate 10× the volume, then using evals (often Claude-as-judge) to filter to the 20% that meets their quality bar. The result is more output at consistent quality, not lower-quality output faster.
AI-assisted lifecycle automation
Lifecycle sequences (onboarding, re-engagement, expansion) that used to take weeks to design and write are now built in days. More importantly, they're personalised at a segment level that wasn't previously feasible: different sequences for different ICP segments, industries, use cases, and behavioural signals.
SEO at the keyword cluster level
Instead of optimising individual articles, high-performing teams are using AI to map entire keyword clusters, generate content briefs for every important query, and build internal linking structures that capture traffic across the full funnel. Claude is used for brief generation; human writers and AI in tandem for the content itself.
Instrumentation before automation
The teams getting the most from AI growth tools have excellent attribution and analytics. They know which content is converting, which sequences are driving expansion, and which channels have the best CAC. AI amplifies what's already working - it doesn't rescue what isn't.
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