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While everyone watches the OpenAI and Claude arms race, a lesser-known model is topping the design leaderboards. The results aren't just surprising—they expose a fatal flaw in using a single AI for every task.
We pulled the live pricing pages of ten AI-visibility tools on one day — Moz, Profound, Otterly, Peec, Scrunch, AthenaHQ, Ahrefs Brand Radar, Surfer, Searchable and Semrush. The market has standardized on the tracked prompt: $99–189/month buys 50–100 prompts at SMB tier, six of ten vendors hide enterprise pricing behind a sales call, and Claude is the priciest add-on engine. Three vendors sell fixes, but every fix lands on your own site — while the pages AI engines actually cite are overwhelmingly third-party. That lane isn't on any of the ten price lists.
Profound is the enterprise reference brand for AI visibility monitoring — which is why people shop for alternatives. The map by situation: Peec and Otterly for mid-market, Semrush/SE Ranking/Surfer's new $158 AI Search Analytics plan if you'd rather extend a suite, open-source Elmo to self-host free, Scrunch-inside-Sitecore for CMS-led enterprises, and a free ten-second check before spending anything — gated by three measured tests (grounding ~74%, counts-are-floors, receipts) that the ranking listicles skip.
BabyLoveGrowth leads the $99 autopilot-SEO segment — daily AI articles plus backlinks from its 4,000+ subscriber network. People switch for four concrete reasons: content-quality control, the shared link network's measured footprint (~70% of its referring domains carry one identical anchor), vertical neighborhood, or realizing they want coverage on other sites rather than more posts on their own. Verified alternatives for each reason — RankYak, Keytomic, AutoSEO, RankSpot, co-pilots, and our own disclosed option — with the two due-diligence checks that beat any feature table.
'AI SEO tool' now means four different products: co-pilots that optimize while you write, autopilots that write and build links for you, monitors that track AI-answer visibility, and automators that push fixes to your live site. A job-by-job guide with vendor prices verified this week ($39–$999/mo across segments) — plus the measured economics underneath: a grounded AI answer costs a vendor 0.4¢–10¢ to collect and a long-form draft costs cents, so pay for workflow and accountability, never for the model badge.
AEO, GEO and 'AI visibility' are three names for one category, and the tools all promise the same dashboard. From running our own six-engine monitor in production: measuring one question across six engines costs 24.5¢ at vendor-billed rates, ChatGPT's API only browses the web on ~74% of calls, and corpus mention counts invert against live answers at both ends. The tier map, the measured cost table, and the five questions that separate real monitors from vibes.
