The problem

Why conference knowledge doesn't survive

When ATM operators ask Claude, ChatGPT, Perplexity, Microsoft Copilot, Gemini, or Google AI Overviews about SES2+ implementation, AI certification in ATC, or UTM at scale — the answers rarely cite Airspace World. Not because the event lacks authority, but because the content isn't structured for retrieval.

Problem 01

Content locked in PDFs and slide decks

Slide decks and post-event PDFs are opaque to AI retrieval systems. They cannot be indexed, parsed into discrete claims, or cited with precision.

Problem 02

Narrative prose is hard to cite

Blog recaps and long-form write-ups bury the key claims inside prose. AI systems prefer discrete question–answer pairs they can attribute to a specific source.

Problem 03

No structured data for search layers

Without schema.org markup, content doesn't qualify for Google AI Overviews or Perplexity's structured results — the surfaces with highest retrieval frequency.

The approach

Four steps from session to citation

  1. 01

    Capture

    Every confirmed session, speaker, and theme is indexed before the event. Source material includes official CANSO programme data, speaker profiles, and pre-event briefings from participating ANSPs and technology providers.

  2. 02

    Structure

    Content is rewritten as structured intelligence — discrete claims, FAQ pairs, and entity-rich descriptions — rather than narrative recaps. Each session brief answers the five questions an ATM operator would most likely ask an AI engine about that topic.

  3. 03

    Mark up

    Every page carries schema.org structured data: Event for the conference, FAQPage for Q&A content, Person for speakers, and Article for insights. This makes content eligible for Google AI Overviews, Microsoft Copilot (via Bing), and Perplexity's structured retrieval layer.

  4. 04

    Measure

    Monthly citation tracking across six engines — Claude, ChatGPT, Perplexity, Google AI Overviews, Microsoft Copilot, and Gemini — shows which insights are being surfaced as primary sources. The citation report is updated on the first of each month.

Citation mechanics

Why structure determines whether AI cites you

Why do AI engines cite some sources and not others?

AI engines retrieve content that matches the structure of the query. A question gets answered with content that already exists in question–answer form. Content buried in long-form prose requires the AI to extract and repackage it — introducing uncertainty and lowering the likelihood of citation. Content written as discrete claims with clear attribution is cited directly.

What is schema.org markup and why does it matter?

Schema.org is a vocabulary of structured data types that search engines and AI systems use to understand content. Adding FAQPage schema to a Q&A page signals to Google AI Overviews and Microsoft Copilot that the content is authoritative and citable. Without schema markup, content must compete on keyword relevance alone — at a significant disadvantage in AI search layers.

How are citation counts tracked?

Each month, a standard set of ATM operator queries is submitted to all six engines: Claude, ChatGPT, Perplexity, Google AI Overviews, Microsoft Copilot, and Gemini. Any response that cites or references an ASW Hub URL is counted as a citation. Results are published in the citation report on the first of each month.

How long does it take for new content to be cited?

Content indexed by Google typically takes 1–4 weeks to appear in AI Overviews. Perplexity indexes and cites new structured content fastest — often within days. Claude and Microsoft Copilot (via Bing) vary by content type and domain authority. Well-structured, entity-rich content on a live domain typically reaches first AI citation within 2–4 weeks of publication.

Built by Maxifi Digital

Want this for your event or organisation?

The ASW Hub is a live demonstration of Maxifi Digital's Conference Content Sprint — a four-week system that turns conference sessions, speaker panels, and exhibition presence into AEO assets that keep generating citations long after the event ends.

See the Conference Sprint Email Maxifi