A credit model deployed in 2019 performed excellently. By 2021 it was making materially worse decisions, and nobody noticed for months. Nothing had broken. No error appeared in any log. The model kept returning confident scores. The world had simply moved, and the model had not. What Model Drift Is Model drift is the gradual…
What is Promoter Holding? And Why Pledging Matters
Two companies look similar on every financial ratio. In one, the founders own 62% of the shares and none are pledged. In the other, they own 28% and most of that is pledged to lenders. That difference does not appear in any profitability ratio, and it has ended more Indian investments badly than most valuation…
Injecto Polymers IPO GMP Today — Live Grey Market Premium & Estimated Listing Price
Updated 8 Sep 2026 · 3:38 AM IST · Live grey market data SMEUpcomingListing: 21 Sep 2026 Injecto Polymers IPO — Live GMP & Grey Market Premium Real-time IPO GMP today, estimated listing price and complete details. GMP as of 8 Sep 2026 ₹0 — expected listing gain Injecto Polymers IPO GMP Today — Quick…
AI Hallucination in Finance — The Confident Wrong Answer
Ask a language model for the tax audit threshold under Section 44AB and you may get a clean, confident, well-formatted answer with a specific figure and a section reference. It may also be entirely wrong. Nothing in the output distinguishes the two cases — and that is the whole problem. What Hallucination Is Hallucination is…
What is PEG Ratio? The Growth-Adjusted P/E
One company trades at a P/E of 18 and grows earnings at 8% a year. Another trades at a P/E of 40 and grows at 35%. The P/E ratio says the first is far cheaper. The PEG ratio disagrees — and for growing companies, PEG is usually the more informative comparison. What is the PEG…
Raksan Transformers IPO GMP Today — Live Grey Market Premium & Estimated Listing Price
Updated 7 Sep 2026 · 5:51 AM IST · Live grey market data SMEUpcomingListing: 18 Sep 2026 Raksan Transformers IPO — Live GMP & Grey Market Premium Real-time IPO GMP today, estimated listing price and complete details. GMP as of 7 Sep 2026 ₹0 — expected listing gain Raksan Transformers IPO GMP Today — Quick…
Maharaja & Speedex India IPO GMP Today — Live Grey Market Premium & Estimated Listing Price
Updated 7 Sep 2026 · 5:51 AM IST · Live grey market data SMEUpcomingListing: 18 Sep 2026 Maharaja & Speedex India IPO — Live GMP & Grey Market Premium Real-time IPO GMP today, estimated listing price and complete details. GMP as of 7 Sep 2026 ₹0 — expected listing gain Maharaja & Speedex India IPO…
Century Business Media IPO GMP Today — Live Grey Market Premium & Estimated Listing Price
Updated 7 Sep 2026 · 5:51 AM IST · Live grey market data SMEUpcomingListing: 21 Sep 2026 Century Business Media IPO — Live GMP & Grey Market Premium Real-time IPO GMP today, estimated listing price and complete details. GMP as of 7 Sep 2026 ₹0 — expected listing gain Century Business Media IPO GMP Today…
Panchatv Bharat IPO GMP Today — Live Grey Market Premium & Estimated Listing Price
Updated 7 Sep 2026 · 4:23 AM IST · Live grey market data SMEUpcomingListing: 18 Sep 2026 Panchatv Bharat IPO — Live GMP & Grey Market Premium Real-time IPO GMP today, estimated listing price and complete details. GMP as of 7 Sep 2026 ₹0 — expected listing gain Panchatv Bharat IPO GMP Today — Quick…
Om Galaxy IPO GMP Today — Live Grey Market Premium & Estimated Listing Price
Updated 7 Sep 2026 · 4:22 AM IST · Live grey market data SMEUpcomingListing: 18 Sep 2026 Om Galaxy IPO — Live GMP & Grey Market Premium Real-time IPO GMP today, estimated listing price and complete details. GMP as of 7 Sep 2026 ₹0 — expected listing gain Om Galaxy IPO GMP Today — Quick…