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Final-Day AIP vs GMP - How Accurate Are Our Listing-Gain Calls?

We compare each final-day AIP with the GMP and the actual listing-day close. The AIP uses final-day subscription data and is most accurate around 3:00 PM. On average, it lands closer to the actual listing price than GMP.

Our Day 3 Final Calls are posted on Instagram around 3:00 PM before each IPO lists, so you can check the original AIP and GMP calls anytime.

VERIFY DAY 3 FINAL CALLS ON INSTAGRAM →

Original Day 3 AIP & GMP posts for past IPOs

AIP vs GMP

Lower error and higher accuracy are better.

96 IPO listings
IPOGyani AIAIP
Accuracy
91.5%
Avg error
8.5%
Grey Market PremiumGMP
Accuracy
89.1%
Avg error
10.9%
Dataset
96 listings
2026 – 2026
AI Hit Rate (±10%)
76%
73/96 AI calls landed within 10% of actual
Avg AI Error
8.5%
Across every listed IPO in our dataset
Avg GMP Error
10.9%
AI beat GMP in 59/96 listings
Direction Accuracy
84%
81/96 called gain vs loss correctly

Recent IPO Listings - Head to Head

Last 12 IPOs. "AI Err" and "GMP Err" are the absolute gap vs the actual listing-day gain - lower is better. GMP is the grey-market premium quoted on the IPO close date.

IPOListedActualAI PredAI ErrGMP %GMP Err
NG
Nityas Gems & Jewellery
2026-10-08+6.7%+0%6.7%+1.3%5.4%
VN
Vishal Nirmiti
2026-10-08-2.3%-4.3%2.0%+1.8%4.1%
SI
Shah Investor's Home
2026-10-06+2.4%+8.5%6.1%+8.4%6.0%
SI
SRIT India
2026-10-06+13.9%+23.1%9.3%+27.7%13.9%
OC
Orient Cables
2026-10-05+65.4%+25.3%40.1%+25.7%39.7%
GG
German Green Steel & Power
2026-10-05+2.2%+16.3%14.1%+15.1%12.9%
AC
AceVector
2026-10-05-11.5%-1.1%10.4%+5.6%17.1%
RE
Runwal Enterprises
2026-10-05+0.0%+1.2%1.2%+4.9%4.9%
AO
A-One Steels
2026-10-01+12.4%+10.4%1.9%+8.6%3.7%
MO
Moneyview
2026-10-01+61.8%+58.3%3.5%+44.1%17.6%
AI
ArMee Infotech
2026-09-30+0.0%+2.1%2.1%+5.3%5.3%
AI
Adroit Industries
2026-09-30+75.4%+26.1%49.3%+27.6%47.8%

Year-over-Year Accuracy

2026
96 listings
AI avg error8.5%
GMP err10.9%
AI hit rate (±10%)76%

Full Prediction Log

All 96 listed IPOs in our dataset, newest first. New listings are auto-ingested from our scraper pipeline.

Showing 1–15 of 96
IPO NameList DateExchangeAI PredGMP %ActualAI ErrAccuracyResult
NG
Nityas Gems & Jewellery
2026-10-08Mainboard+0%+1.3%+6.7%6.7%
Miss
VN
Vishal Nirmiti
2026-10-08Mainboard-4.3%+1.8%-2.3%2.0%
Hit
SI
Shah Investor's Home
2026-10-06Mainboard+8.5%+8.4%+2.4%6.1%
Miss
SI
SRIT India
2026-10-06Mainboard+23.1%+27.7%+13.9%9.3%
Miss
OC
Orient Cables
2026-10-05Mainboard+25.3%+25.7%+65.4%40.1%
Miss
GG
German Green Steel & Power
2026-10-05Mainboard+16.3%+15.1%+2.2%14.1%
Miss
AC
AceVector
2026-10-05Mainboard-1.1%+5.6%-11.5%10.4%
Miss
RE
Runwal Enterprises
2026-10-05Mainboard+1.2%+4.9%+0.0%1.2%
Hit
AO
A-One Steels
2026-10-01Mainboard+10.4%+8.6%+12.4%1.9%
Hit
MO
Moneyview
2026-10-01Mainboard+58.3%+44.1%+61.8%3.5%
Hit
AI
ArMee Infotech
2026-09-30Mainboard+2.1%+5.3%+0.0%2.1%
Hit
AI
Adroit Industries
2026-09-30Mainboard+26.1%+27.6%+75.4%49.3%
Miss
SI
Swastika Infra
2026-09-30Mainboard+2.3%+2.2%+8.1%5.8%
Miss
EC
Elevate Campuses
2026-09-30Mainboard+0%+0.3%-1.9%1.9%
Hit
VG
Varmora Granito
2026-09-29Mainboard-1.3%+0.0%+4.7%6.0%
Miss

How Final-Day AIP Compares With GMP

What GMP actually is

Grey Market Premium is an unofficial, off-market quote of what traders are willing to pay for allotted shares before listing day. It reflects hype and liquidity - not fundamentals.

We compare the final-day AIP with GMP because both are available when investors make their decision. Final-day subscription data feeds the AIP, and 3:00 PM on the final day is the best time to analyze the IPO because the data is more mature and the AIP works best around this time.

What our model uses

  • Subscription velocity by category (retail / NII / QIB / anchor)
  • Float size, peer-group multiple, and sector float absorption
  • Fundamentals: revenue CAGR, PAT margin, ROE, debt/equity
  • Issue structure: fresh issue vs OFS, anchor lock-in coverage
  • Market regime: Nifty trend, VIX, and recent-listing performance

How we score accuracy

  • Hit: prediction within 10% of actual listing gain
  • Miss: prediction more than 10% off
  • Direction: did we call gain vs loss correctly
  • Final-day AIP uses mature subscription data from around 3:00 PM; GMP is captured on the IPO close date

We're better, not perfect

The AI misses sometimes - it famously under-called Bajaj Housing Finance (+114% actual vs ~+95% pred) and Premier Energies (+120% vs ~+103%). Runaway hype listings are hard to model. But on average it lands far closer to reality than GMP, and new listings are added to this dashboard the day after listing via our scraper pipeline, with no cherry-picking. We also publish our AIP and GMP numbers on Instagram, so users can independently verify them.