mentd.

Integrations

Connect any stack. Three levels of depth.

Mentd. works with your existing infrastructure. Start with a JS snippet in 5 minutes, or go deep with server log ingest for maximum attribution confidence.

Level 130 minutes - No engineering required

JS Beacon Snippet

~5 min

One script tag. Captures AI referral traffic, page visits, and conversion events on any site.

Google Analytics 4

~10 min

Import your GA4 traffic and event data to establish a human traffic baseline alongside AI traffic.

Google Search Console

~5 min

Pull keyword rankings and impressions to correlate traditional search performance with AI visibility.

Level 2Engineering touch - Full server-side collection

Next.js Middleware

~30 min

Server-side AI referral detection in your Next.js app. Zero client-side JS needed.

Netlify Edge Function

~30 min

Edge-level collection adapter for Netlify-hosted sites. Auto-detects AI referrals before hitting the origin.

Cloudflare Workers

~45 min

Global edge collection via Cloudflare. High-performance, low-latency AI referral capture.

Vercel Edge Middleware

~30 min

Collection adapter for Vercel-hosted Next.js apps via edge middleware.

Level 3DevOps setup - Highest-confidence attribution

Nginx Log Shipper

~1-2 hours

Stream server access logs from Nginx to Mentd. for complete AI crawler attribution.

Apache Log Ingest

~1-2 hours

Apache access log streaming with AI crawler identification at the server level.

Custom API Ingest

~2-4 hours

REST API endpoint for custom server infrastructure. Accepts normalized event payloads from any stack.

CDN Log Forwarding

~2-4 hours

Forward CDN access logs (Fastly, Akamai, CloudFront) to Mentd. for edge-level bot detection.

Common questions

Can I start with Level 1 and add Level 2 later?

Yes. All levels are additive. Start with the JS snippet and GA4 connection, get your first insights, then add server-side collection when you're ready.

Does Level 1 require access to my server?

No. The JS beacon is a client-side script. Add it to your site's <head> tag and it starts capturing data immediately. No server changes needed.

Which level gives the most accurate bot detection?

Level 3 (server log ingest) gives the highest confidence because it captures the raw access log before any JavaScript runs. Level 2 (edge middleware) is nearly as accurate. Level 1 detects AI referrals from human sessions but does not capture direct bot access.

Do you support custom server setups?

Yes. The custom API ingest endpoint accepts normalized event payloads from any stack. We provide documentation and schema for the payload format.

Ready to connect your first domain?

Level 1 takes 30 minutes. Start free.