Research standards: sources, assumptions, validation, freshness, and corrections.
Simple AI Stock Valuation is designed to make research easier to inspect. These standards describe what the workflow tries to preserve, what users should verify, and how comparison content on this site is maintained.
1. Reports are AI-assisted, not infallible
Simple AI Stock Valuation uses AI-assisted synthesis as part of the research workflow. Where appropriate, financial calculations and structured checks are treated differently from narrative interpretation. AI-generated text can still be incomplete or wrong, so the report is designed to preserve source references, assumptions, confidence, validation results, and disclosures for review.
2. Source transparency matters
Reports can draw on market, company, financial, analyst, news, and other third-party information depending on availability. The detailed report is intended to preserve source references so important claims can be checked instead of requiring the reader to trust an unsupported summary. See Data Sources for source categories and limitations.
3. Every report is point-in-time research
Markets and company information change rapidly. A report reflects information available to the workflow when it was generated; it is not automatically a current recommendation later. The public sample library therefore identifies sample reports as historical and displays generation dates and freshness limitations.
4. Assumptions should be visible
Valuation results depend on assumptions. DCF, earnings/peer analysis, analyst expectations, scenarios, and qualitative conclusions can disagree for legitimate reasons. The research process is intended to surface those assumptions and disagreements instead of compressing them into a single unexplained score.
5. Validation and warnings are part of the output
Missing data, conflicting values, stale inputs, calculation concerns, or lower-confidence evidence should be treated as research limitations. Validation results and confidence language are designed to help readers identify areas that need manual verification.
6. Sample reports are evidence of the actual workflow
The sample report library contains historical outputs for MSFT, NVDA, ORCL, TSLA, TSM, and WMT. Those pages show the report date, selected historical values, conclusions at that time, and links to the full PDFs. They are examples of output—not backtested promises of performance.
7. Comparison pages use named public sources
When this site compares Simple AI Stock Valuation with another research product, competitor features are summarized from the competitor's official website, pricing page, help center, or product documentation available when the page is reviewed. Comparisons avoid claiming that a competitor lacks a feature unless that absence can be supported. Pricing and product features can change, so readers should verify current details with the provider.
8. Ownership is disclosed
This website is published by W3 Application Development LLC, the developer of Simple AI Stock Valuation. Comparison and “best app” pages therefore identify that relationship rather than presenting the publisher as an independent review organization.
9. Corrections and updates
If you identify a material factual error on this website, contact support@w3appdev.com or use the support page. Pages that depend on changing competitor information include a visible review date and should be updated when material features change.
10. No personalized investment advice
The app and website provide informational and educational research. They do not know a user's complete financial circumstances, objectives, tax situation, or risk tolerance and do not provide individualized financial, investment, tax, or legal advice. The app does not execute trades.
Related transparency pages
Important: Simple AI Stock Valuation is a research tool, not a brokerage. Reports are AI-assisted and are provided for informational and educational purposes only. They are not personalized financial, investment, tax, or legal advice, and no result or return is guaranteed. Market data, projections, and third-party information can be incomplete, delayed, inaccurate, or change rapidly. Review sources, assumptions, validation results, and disclosures before relying on any report.