AI SEO & AEO Platform Development

Reference architecture

1. Content Brief
2. AI-Assisted Writing
3. Schema Injection
4. Distribution
5. Multi-Engine Visibility Tracking
6. Performance Analytics
7. Iteration Loop

A typical AEO platform: a content brief feeds AI-assisted writing, schema injection makes pages machine-readable, distribution pushes to your channels, multi-engine visibility tracking measures presence across AI search engines, and performance analytics close the iteration loop.

Frequently asked questions

• How do you measure visibility in AI engines that don't have public APIs?+

  Gemini and Claude AI overviews don’t have a clean public API, so we build policy-aware query simulation and parsing layers that capture citations and brand mentions, with back-off and respect for each engine’s usage rules. Where a public API exists (ChatGPT, Perplexity), we use it directly. The result is a unified visibility signal regardless of how each engine exposes its data.

• Can you build proprietary scoring algorithms for AEO performance?+

  Yes. Share-of-voice, citation frequency, position-in-answer, and competitor-gap scores are exactly the kind of proprietary metric we model. We work with you to define the inputs and weighting, then build the pipeline that computes them reproducibly across engines so your dashboard tells a defensible story.

• Do you handle the LLM cost optimization for content generation?+

  We do. Per-step model tiering (smaller models for research and classification, larger models only where quality demands it), prompt caching, batching, and spend instrumentation are part of how we build content engines. You see model spend per pipeline stage, not just a single opaque bill.

• How do you architect for content versioning and approval workflows?+

  Multi-author workflows, approval gates, and audit trails are first-class. We model content as versioned entities with draft → review → approved states, role-based permissions, and AI-assist that suggests rather than auto-publishes. A human always owns the gate before anything ships.

• Can you integrate with our existing CMS / content workflow?+

  Almost certainly. We ship production integrations across CMS and content systems (Webflow CMS API, WordPress REST API, Contentful, Sanity) and traditional SEO data sources (Ahrefs, SEMrush, Google Search Console, Bing Webmaster Tools). If your stack has an API, we can wire it in. If it doesn’t, we’ll tell you the honest workaround.