Answer Engine Optimization - B2A Architecture
Answer Engine Optimization (AEO) & B2A Architecture
Standard websites collapse when ChatGPT, Claude, Perplexity, or Gemini scrape them. Pricing loses context, service lists fragment, and models hallucinate business data. We engineer Vector-Ready DOMs and Business-to-Agent pipelines so answer engines extract and cite your company data with mathematical precision.
Why AI Misquotes Businesses
A beautiful page is useless if retrieval systems cannot parse it.
Most sites are built for screens, not embedding models. When layout, pricing, proof, and schema are disconnected, answer engines fill gaps with guesses. Our AEO work makes every critical fact crawlable, chunked, typed, and repeated in machine-readable formats.
| Failure | Business Risk | Endpoint Fix |
|---|---|---|
| Fragmented DOM chunks | Answer engines lift isolated phrases without pricing, service context, or proof. | Atomic section envelopes using data-chunk-boundary="true" and coherent 200-300 token blocks. |
| Missing B2A files | ChatGPT, Perplexity, and Claude must infer business context from noisy page crawls. | Generated llms.txt and llms-full.txt files with canonical service descriptions and URL maps. |
| Weak relational markup | Pricing, service tiers, and comparisons lose structure when scraped into embeddings. | Strict table markup for relational data: table, thead, tbody, tr, th, and td. |
Vector-Ready DOM
We restructure service, pricing, and proof content into clean semantic chunks that survive AI extraction.
Business-to-Agent Pipeline
We compile llms.txt and llms-full.txt at build time so agents get a canonical machine-readable business brief.
Structured Entity Graph
We flatten Organization, WebSite, WebPage, FAQ, Person, and Service entities into stable @id graphs.
Citation QA
We validate that answer engines can extract service names, prices, locations, and proof without hallucination.
Make your business answer-engine legible.
We convert your site from human-only marketing pages into a machine-readable business data source that AI systems can cite accurately.
Book the AEO Audit