Compression, not magic. An optimization tool turns a day of SERP analysis into an hour of guided editing; research tools turn keyword and competitor sweeps into summaries; audit tools surface technical problems humans then fix. Teams already producing good content get faster. That is a real return — and it is also why tools underdeliver for buyers who hoped speed would replace substance.
Where the category oversells
Three recurring gaps between pitch and outcome. Generated volume: search engines have spent two years explicitly demoting mass-produced content, so the "500 articles a month" pitch now describes a liability. Guaranteed rankings: nobody controls those, and vendors know it. And the silent assumption every dashboard makes — that your site deserves to rank — which no score measures. The fastest diagnostic for any AI SEO purchase: does this make our pages more useful to a reader, or only more numerous?
The AEO/GEO layer, honestly
AI-visibility tracking answers a question classic rank trackers cannot: do generative engines cite you? Worth measuring. But the optimization advice that follows is familiar — extractable answers, question-shaped headings, citable facts, consistent entities — the same discoverability work that serves classic search. Buy measurement if the budget exists; the earning still happens on the page.
Honest answers
Will AI-written content rank on Google?
Google's published position is that it rewards helpful content regardless of how it is produced, and penalizes content generated primarily to manipulate rankings. In practice the March 2024 core/spam updates and the "scaled content abuse" policy hit exactly the mass-generated pattern many AI writing tools sell. AI-assisted content that a human shaped for a real reader remains fine; unedited volume is the thing that gets sites hit.
Is an AI SEO agency worth hiring?
Judge them like any agency, with one extra tell: an agency selling "AI SEO" as volume — hundreds of generated pages — is selling the pattern search engines are actively demoting. The durable version uses AI to compress research and drafting while humans own judgment, sourcing, and quality gates. Ask what their AI-produced pages looked like eighteen months later; survivors have an answer.
What should a small site buy first?
Usually nothing — the free fundamentals (clear structure, answer-first pages, real expertise, verified data) outrank tool subscriptions at small scale. First paid purchase that tends to pay: a content-optimization tool during a deliberate content push, cancelled between pushes. Subscriptions that run while nobody writes are the category's quiet profit center.