InvestIQs Research
A data-driven research platform covering US & global ETFs, dividend assets, and long-term allocation. Every post combines public market data with AI-assisted analysis and passes a two-stage verification before publishing.
Methodology
Real-time data cross-check
- Daily yfinance cache refresh (08:00 KST).
- Dividend yield is computed directly from
Ticker.dividendsand cross-verified against yfinance.info; >30% divergence triggers the conservative read. - Automatic sanity rejection for outliers (negative P/E, yields above 15%, etc.).
AI multi-agent analysis
- virattt/ai-hedge-fund with five agents: Warren Buffett lens / technical / fundamental / news sentiment / risk.
- Used as reference signals only — never as a standalone conclusion.
Peer ETF comparison
- Single-ticker analysis is avoided. At least one peer is compared on expense ratio, dividend yield, or total return.
Contrarian angle + disconfirming evidence
- At least one viewpoint that diverges from market consensus.
- At least one scenario where the thesis could be wrong.
Two-stage verification
- Stage 1 (rule-based): length, comparison table, forbidden phrases, source-data presence.
- Stage 2 (Gemini semantic): hallucinations, internal contradictions, compliance risks, broken chart refs.
Data Sources
| Item | Source |
|---|---|
| Price, returns, dividends | yfinance (Yahoo Finance API) |
| AI investor perspectives | ai-hedge-fund multi-agent (Gemini 2.0 Flash) |
| Drafting / verification | Codex (draft) + Gemini (verify) |
Editorial Principles
- Information, not advice: All content is research notes on public data — never a buy/sell recommendation.
- Regulatory awareness: No categorical directives (“you should buy”, “will definitely rise”).
- Transparency: AI-assisted drafting disclosed via banner + disclaimer on every post.
- Daily publishing: Automated 06–08 KST across five languages.
Disclaimer
All content is educational research based on public yfinance data and AI analysis. This is not investment advice, not a solicitation to buy or sell any security. Past performance does not guarantee future results. All investment decisions and risks are your own.