Comparison
Many AI-SEO tools — including OTTO by Search Atlas's pixel and Alli AI's snippet-based automation engine — apply changes with JavaScript in the visitor's browser. Preferium works server-side, at the DNS edge — the reason it can be resold under your brand without ever risking a client's site. Here is why that difference matters.
JS-snippet tools rewrite your pages after they load, in the browser. But most AI crawlers — GPTBot, ClaudeBot, PerplexityBot — never execute JavaScript, so those changes are invisible to the very assistants they are meant to reach. Preferium rewrites the raw HTML response itself, so on a server-rendered page AI crawlers and humans get identical bytes.
Preferium<title>Home | Acme</title>
<meta name="description" content="">
<h1>Welcome</h1>
<!-- no structured data -->
<!-- no answer block -->Nothing here says what Acme does. The overlay's fixes run in a browser; this crawler never ran one.
<title>Acme — B2B logistics software for Nordic freight</title>
<meta name="description" content="Route planning and customs…">
<h1>Freight software built for Nordic customs rules</h1>
<script type="application/ld+json">
{ "@type": "FAQPage", … }
</script>
<!-- answer block: what Acme does, in one paragraph -->Same page, same server, same body prose. The parts a model reads to decide who to cite are now actually there.
Sample markup. The rewrite types are the real ones — title, meta description, headings, schema and answer blocks — the page and its values are illustrative. Run thefree AI scan to see the real thing for any URL.
Optimizations live in your DNS-routed edge and export as CSV whenever you want, so you keep a portable record of everything published. With overlay tools, every change lives inside their snippet — cancel, and it all vanishes the same day.
Titles, meta descriptions, H1s and schema are re-opened on the live page after they ship. If a regression is detected, the change is rolled back automatically — no silent failures, no broken pages left serving to crawlers or customers.
We ask ChatGPT, Claude, Perplexity and Gemini your target questions and record whether you are cited, how you are described, and who appears beside you. Measured answers, not estimates — all four engines, on every plan.
See the title, meta, H1 and schema a named AI crawler receives on your live page. You never have to take our word for what GPTBot gets — you can inspect it yourself.
AI crawlers hit our edge, never your origin’s firewall. There is nothing to whitelist and no 48-hour "enablement" period — you are live as soon as the DNS change propagates, usually within minutes.
One credit per actual change, autonomy levels from review-everything to full autopilot, and review gates for anything visible. Nothing ships without the oversight you choose.
Fair is fair
Credit where it is due: snippet-based tools set up fast on virtually any CMS — paste one tag and you are running. If you cannot change DNS — your domain is locked down by IT, or your platform does not allow it — an overlay tool can be a fine fit. But if the goal is to be read and cited by AI assistants, your changes need to exist in the raw HTML those assistants actually receive.
Want the specifics per product? We keep dated, honest head-to-heads:Preferium vs OTTO by Search Atlas andPreferium vs Alli AI — plushow we compare with the research suites like Semrush and Ahrefs.
Run the free AI scan on any page, or join the waitlist and resell edge-delivered AI-SEO under your own brand.
Partner registration opens to founding partners first. Join the waitlist, or talk to us about Enterprise — both reach the same people.