Our Methodology

Transparency is a core value. Here's exactly how we collect, process, and present market intelligence — and the limitations we openly acknowledge.

1. Data Sources & Collection

CausifyMarket aggregates news and economic data from a curated set of reputable sources: wire services (Reuters, Bloomberg, AP, FT) accessed through licensed APIs (NewsAPI, GNews, APITube); market data providers (Polygon.io, Alpha Vantage, Twelve Data); official institutional sources including central bank communiqués and regulatory filings; and multi-source verification across at least two independent feeds.

2. AI Models & Processing

Each item is processed through Google Gemini and OpenAI GPT models routed via the Lovable AI Gateway, performing translation, market relevance scoring, sector classification, and causal extraction.

3. Report Generation Cadence

Hourly market reports are produced on the hour. A long-form daily report is generated at 15:35 UTC. Cron jobs run every minute and back-fill any gaps within a 3-day window using distributed locks.

4. Limitations & Disclaimers

AI models can misinterpret context, miss nuance, or produce factually incorrect statements. Every report carries an explicit AI-generated disclaimer.

5. Editorial Standards

The platform is run independently. There are no paid placements or sponsored coverage.