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Category Creators

Why Stock Screeners, News Sites, and AI Chatbots All Fail at Explaining Markets

12 Jun 2026·financial platform comparison, stock analysis tools, market intelligence

Three Tools, One Limitation

News sites tell you what happened. Screeners show you data. AI chatbots give you answers. None of them synthesizes all three into validated intelligence. A Financial Intelligence Layer does what none of them can: it connects data across regimes, flows, sectors, and history into a coherent daily picture. Not news. Not screening. Not chatbot. A new category.

What Each Gets Right and Wrong

Financial News (Moneycontrol, ET)

Free

Fastest way to know what happened today

No cumulative intelligence. Today replaces yesterday. Regime context is absent.

Stock Screeners (Screener.in, Tickertape)

Free

Excellent at filtering stocks by criteria

Filtering is not understanding. A low PE can signal value or deterioration with no distinction.

AI Chatbots (ChatGPT, Perplexity)

Free

Instant answers to natural language questions

Hallucinate financial data. Cannot access live market data. No validation pipeline.

Financial Intelligence Layer (FynSight)

Free

Classifies regimes, ranks sectors, detects chains, finds historical matches

New category — requires explaining what it does (this article)

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