Domain Benchmarks

Domain-Specific Trust

Aether grounds claims against authoritative sources for each domain — not generic web content.

Finance

Domain-authoritative verification

Investment claims, earnings data, regulatory filings verified against SEC EDGAR and authoritative financial sources.

Authoritative Sources

SEC EDGARFederal ReserveBloomberg APIIRS publications

Common Hallucinations Detected

  • Fabricated merger/acquisition news
  • Invented financial figures
  • Misstated regulatory requirements
  • False earnings dates

How Domain Grounding Works

When an inquiry is tagged with a domain, Aether's tribunal routes claims to domain-specific authoritative source registries. Generic web results are penalized for high-stakes domains — a medical claim grounded only in a blog post receives a trust penalty, even if the blog happens to be correct. The grounding ratio (authoritative sources / total sources) is recorded on every warrant.