Every price.
One shape.

Data flow: market venues across crypto, FX, and equities feed the LIAW core, which normalizes, dedupes, and stamps every tick before serving one normalized API over REST, WebSocket, and FIX. The output readout cycles representative assets from each class.

{
  "asset": "BTC",
  "quote": "USD",
  "price": "64957.06",
  "age_ms": 70,
  "confidence": "high"
}