AEO Optima Docs
Features

Edge AI Delivery

Serve different content variants to AI crawlers vs human users so you can A/B test AEO changes without regressing human UX.

Overview

Edge AI Delivery solves a common tension: the content that ranks well in AI engines is not always the content that converts well with human visitors. Long structured FAQ blocks, JSON-LD schema, explicit entity definitions — these help AI engines but can clutter a human-facing page.

Edge Delivery lets you define variants of a page and serve different variants depending on who is asking. AI crawlers get the AEO-optimized variant, humans get the human-optimized variant, and you can A/B test which variant performs better without deploying conflicting content on the same URL.

Plan gate: Edge AI Delivery is an Enterprise-only feature.

How it works

  1. You define one or more variants of a page — typically a "control" and an "AEO-enhanced" version
  2. Each variant has a targeting rule — user-agent match, IP range, header, or crawler identity
  3. The platform generates a small edge config you deploy to your CDN (Cloudflare Workers, Vercel Edge Middleware, Fastly, or similar)
  4. Incoming requests are routed to the correct variant based on the rules
  5. The platform tracks which variant AI engines were served and correlates it with visibility changes

The edge config is a JSON file with routing rules — no code deployment required on the AEO Optima side.

Configuration

Open Edge Delivery from the sidebar. You'll see:

  • A list of configured URLs
  • For each URL: the variants, targeting rules, current status, and A/B test results if applicable
  • A Create variant button for each URL

To set up your first variant:

  1. Click Create variant
  2. Enter the target URL (must be a URL you own and track)
  3. Paste the variant HTML (or the rewritten copy — the platform wraps it in the page template)
  4. Pick a targeting rule: by default, all known AI crawler user-agents are matched
  5. Save
  6. Follow the deployment instructions specific to your CDN

Measuring variant performance

After a variant is live, the platform tracks:

  • Which variant each AI engine was served (based on crawler logs)
  • Visibility score for prompts citing the URL, segmented by variant
  • Whether visibility improved, regressed, or was unchanged after the variant went live

You'll see these metrics on the variant detail page and they feed into Trends and Reports.

Best practices

  • Test one variable at a time. Running multiple variants with different changes makes attribution impossible.
  • Run tests for at least 2-4 weeks. LLM indexing cycles are slow — short tests rarely show statistically meaningful results.
  • Keep a control variant. Always have one variant identical to your current page as a baseline.
  • Don't serve contradictory facts. Different variants should optimize presentation, not rewrite claims. Conflicting facts across variants hurt your entity clarity score.
  • Monitor crawler logs. The Crawler Intelligence page shows which crawlers are hitting each URL and helps you verify your targeting rules are working.

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