Maps of the Market
Private Beta

Macroeconomic AI,
by API.

Expert-defined factor weights meet LLM contextual reasoning over live news. Structured macro direction signals for PE, Yields, and Gold — with a full evidence chain.

Architecture
Block A · Inputs
Economy cycle
Fiscal support
Debt sustainability
QE
Globalization
US dominance
AI investments
AI productivity
Iran escalation
Block B · Macro axes
GDP
Inflation
Margins
USDX
Liquidity
LLM factor scorer
Theil-Goldberger weights
Block C · Assets
PE
= GDP + Margins + Liquidity
Yields
= Inflation
Gold
= −USDX + Liquidity
API previewv1
curl -X POST https://ml.expanova.io/api/v1/macro/forecast \
  -H "Authorization: Bearer motm-••••••••••••••••" \
  -H "Content-Type: application/json" \
  -d '{"period": "NOW"}'

{
  "period": "NOW",
  "factor_scores": { "Economy": -0.1, "QE": 0.4, "Globalization": -0.5, ... },
  "macro_totals":  { "GDP": 0.0, "Inflation": 0.5, "Liquidity": 0.9, ... },
  "assets": {
    "PE":     { "score": 0.75, "direction": "strongly bullish" },
    "Yields": { "score": 0.50, "direction": "bullish"          },
    "Gold":   { "score": 0.95, "direction": "strongly bullish" }
  },
  "model_version": "v1.0.0"
}