Three things separate crypto AEO from any other niche. Get them wrong and the page does not get cited — it gets quietly filtered out by the LLM and you never see the rejection. This is also why most cryptocurrency SEO playbooks fail when you point them at an AI search engine — they were built for Google ten links, not for ChatGPT one shortlist.
Regulatory YMYL pressure. Every major LLM applies stricter extraction filters to financial and regulatory content because hallucinations on YMYL topics carry direct legal exposure for the model provider. A page that would extract cleanly in any other niche fails the YMYL check unless the structural compliance is tighter and the author signals are stronger. This is not a content quality opinion — it is a measurable filter you can A/B test.
Named-regulatory-expert authorship. Anonymous bylines on crypto AEO content get systematically down-weighted. The fix is a named compliance officer or managing partner with schema.org Person, verifiable bar admission or regulator-register link, and a real LinkedIn profile. We have shipped this on every fintech AEO programme we run — it is the highest-ROI single move.
Content compliance bar. Crypto AEO services and crypto SEO services that promise investment outcomes get the firm into MAR or MiCA Art. 88 trouble. We write jurisdiction-specifically, we attribute every claim, and we never describe a token as an investment unless the firm is licensed to do so. That sounds obvious until you read what most blockchain SEO agency shops and web3 SEO agency shops actually ship — generic SEO for crypto with a "compliance" sticker on it.
Schema specifics. Organization with licenseNumber, regulator-name and licence-valid-from. LegalService or FinancialService sub-types where applicable. Person schema for every named expert. Article schema with explicit about linking the regulated entity. The schema stack for crypto SEO and VASP AEO is heavier than for any other niche — and it pays off the fastest. MiCA visibility lives or dies on whether the regulator can verify your licence in two clicks from the schema.