SW Stock IntelligenceResearch standards

How the analysis is built

Every section combines reported market or company information with transparent calculations and plain-language context.

Data hierarchy

Primary company disclosures and SEC filings are preferred for company fundamentals and segment information. Configured market-data providers supply quotes, estimates, and historical prices. News is treated as secondary context rather than a primary filing.

Calculated observations

Beat rates, growth rates, margins, valuation ranges, pattern comparisons, and other observations are calculated from the available inputs. Missing values are not treated as zero.

AI-assisted text

AI may help summarize or explain structured information. AI-generated analysis can be incomplete or incorrect and should be checked against the displayed evidence and source materials.

Coverage limitations

Coverage varies by company, security type, reporting jurisdiction, and provider availability.

  • Timestamps indicate freshness, not a guarantee of real-time delivery.
  • Estimate data may differ between providers.
  • Historical relationships are descriptive and are not forecasts.
  • News summaries are not substitutes for official earnings-call transcripts.