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How Flash Finance uses AI, and where it does not

Which parts of the site are computed, which are written with AI assistance, how editors review them, and how errors are handled.

Flash Finance is an independent site where AI assists a human team, with a human in the loop. Readers should know exactly which parts are calculated, which are written with AI assistance, and how people check them.

Calculated, not written

All market data pages (screeners, breadth, FII/DII, delivery, F&O, sectors, indices, fundamentals, technical scores, seasonality and backtests) are computed by deterministic code from exchange and company-filing data. No language model produces or alters these numbers. The summary sentences on data pages (for example "What changed today") are filled in by fixed rules from those numbers.

Written with AI assistance

  • News articles (market reports, daybooks, corporate-action summaries) are drafted by AI from exchange filings, data feeds and news sources.
  • Announcement analysis on Live Market and Multibagger AI is produced by AI models from the filing text, with extracted numbers checked against verbatim quotes.
  • AI Chat and the AI Backtester answer user questions using the site's own data.

Human in the loop

AI does not run Flash Finance on its own. It handles complex, high-volume work (reading filings, extracting figures, drafting articles and flagging likely data errors), and our editors actively review what it produces and decide what is published. Research studies and changes to how a score is calculated are approved by an editor before they go live. News articles, which are published within minutes of a filing, are reviewed by an editor after publication. The editorial policy sets out the review in full.

Errors and corrections

Automated content can be wrong. Every data page names its source and when its data was last updated, and each company figure links back to the underlying table so it can be checked. If you find an error, email the address on the contact page; corrections are made to the source data or the code that produced it, so the fix applies everywhere.

Not advice

Nothing on Flash Finance is a recommendation to buy or sell a security. Flash Finance is not registered with SEBI as an investment adviser or research analyst.

Where this is used

Other methodology

⚠️ How this site is made: Market data pages are computed automatically from NSE/BSE publications and company filings; news articles and announcement analyses are written with AI assistance, with a human in the loop: our editors review what the AI produces. Both can contain errors. Verify with the original sources before any investment decision. Not investment advice; Flash Finance is not SEBI-registered. How we use AI