Who publishes this site

InvestIQs is published by the InvestIQs editorial team — an organization, not an individual analyst. We do not claim a named human analyst behind each article, because that would not be true. This page explains exactly how the content is made, what is checked, and what is not.

How content is produced (transparency)

All analysis articles, market summaries, and video scripts on InvestIQs are produced with an AI-assisted editorial workflow using large language models (LLMs). They are not written line by line by a human analyst. We state this explicitly rather than implying human authorship.

Models used

  • Article body: Anthropic Claude (Haiku 4.5 / Sonnet 4.6)
  • Translation and localization: Google Gemini, OpenRouter fallback
  • Fact-check assistance: Gemini 3.1 Pro Preview

Each article’s ai_models front matter field records the model IDs actually used for that piece.

Verification process

A human reviewer does not read every article individually. Instead, the following automated steps run on each piece:

  1. Public-data citation: Figures are drawn from public sources — yfinance, regulatory filings, and ETF issuer materials.
  2. Rule-based validation: Exaggerated claims, prohibited phrasing, and “guaranteed return” style language are blocked automatically.
  3. Scenario balance check: Articles covering only positive cases are rejected; downside and risk sections are required.
  4. SEO and structure gate: Keyword usage, heading structure, and meta description length are checked automatically.

This does not replace expert human judgment. AI makes mistakes. Data citation errors, outdated tax rules, and missing market nuance are all possible.

Limits and disclaimer

  • Not investment advice. All content is informational and is not a recommendation to buy or sell any security.
  • Not tax or legal advice. Tax-advantaged accounts and income-tax topics are covered in general terms only. Confirm your own situation with a licensed professional.
  • Point-in-time data: Figures reflect the time of writing (see the data_fetched_at field). Markets change quickly — verify current data independently.
  • Report an error: If you find a factual or numerical error, or a bad citation, tell us via Contact. We verify and correct.

Editorial principles

  1. Data first: Only verifiable public data is cited.
  2. Both sides: Benefits and risks are presented together; one-sided pieces are rejected automatically.
  3. Transparency: AI use, the models used, and the data timestamp are disclosed in every article’s front matter.

Last updated: 2026-07-31