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Sam Vermaak

Great breakdown. The part that stood out: “AI-assisted keyword mapping still needs human insight to match searcher intent.” Totally agree, context still trumps automation. But curious: Have you tested how GenAI tools perform on long-tail intent clustering in low-volume niches? I’ve seen mixed results, especially when monthly searches drop below 50. Wondering if you’ve cracked a workflow for that?

Appreciate the sharp observation. Yes, we’ve tested GenAI on niche long – tail clusters under 50 monthly searches. Results were hit or miss models often misfire on nuance or intent. What worked: feeding GPT custom SERP scrape summaries + refining with internal query logs. It’s not perfect, but pairing GenAI outputs with actual on-site search data tightened relevance significantly. Still, human validation is non-negotiable at that scale.

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