How do I check if my waitlisted ticket will confirm?

Enter your 10-digit PNR on RailAI. We fetch the live booking status from Indian Railways, then run it through our confirmation prediction engine — which draws on historical outcomes for that exact train, class and quota — and return a clear probability with a plain-language read.

What is the difference between GNWL, RLWL, PQWL and TQWL?

These are different waitlist types that clear at very different rates. GNWL (General Waitlist) clears the most reliably because it draws from the largest quota and benefits from cancellations across the whole route. RLWL (Remote Location Waitlist) is tied to a specific intermediate segment and moves slowly. PQWL (Pooled Quota Waitlist) is shared across several smaller stations and clears erratically. TQWL (Tatkal Waitlist) has the weakest clearance history of the common types.

Can I check confirmation chances without a PNR?

Yes. Use the Waitlist Calculator — enter your position, class and waitlist type (GNWL, RLWL, PQWL, TQWL) and RailAI returns a confirmation probability based on historical patterns. No PNR or login required.

Will my RAC ticket confirm to a full berth?

RAC (Reservation Against Cancellation) means you can already board and travel with a shared seat. Whether you get a full berth depends on cancellations before the chart is prepared. RailAI estimates your RAC-to-confirmed probability based on how this train and class have historically cleared. Even a low probability is not a reason to cancel — you are guaranteed travel.

How accurate is RailAI's confirmation prediction?

RailAI measures calibration — whether tickets labelled '70% likely' confirm roughly 70% of the time — rather than a headline accuracy score. We publish real figures as verified outcomes accumulate and never show a number we cannot stand behind. Each prediction carries a confidence band showing whether it rests on strong historical data or a broader estimate.

Is my PNR stored by RailAI?

No. Your PNR is looked up in the moment and never stored in our database. We keep only a one-way salted hash of the PNR — enough to track anonymised confirmation outcomes and improve future predictions — but the raw number is never retained.

Live · PNR Prediction & Confirmations

Railai - PNR status & ticket confirmation chances tool

Railai helps you predict your Indian Railways ticket confirmation chances with high accuracy using artificial intelligence statical prediction data. Check IRCTC PNR status, live waitlist prediction, and railway train information.

No PNR yet? Estimate from a waitlist position.

Understand Confirmation Chances

How RailAI Predicts Your PNR

We show your ticket confirmation chances in a simple way, so you can quickly understand the prediction. We use green, yellow, and red to make your ticket prediction easy to understand.

green · 75–100%
Clear road ahead
yellow · 40–74%
Proceed with caution
red · Below 40%
Odds are against you

What you get

Simple, Clear and Helpful PNR Prediction

RailAI makes it easy to check your ticket confirmation chances and understand the prediction result.

A real number, every time

Every check returns a confirmation probability with a confidence band — never a “no data” dead end. When history is thin, we say so instead of guessing silently.

Transparent by design

We show how each number was reached: the method used, how many past journeys it draws on, and the factors that shaped it. You can judge the estimate for yourself.

Works with or without a PNR

Have a ticket? Check the live status and prediction together. Still deciding? The calculator estimates chances from just a waitlist or RAC position.

Your PNR is never stored

We look up status in the moment and keep only an anonymised, one-way fingerprint to sharpen future predictions. Your PNR never lands in our database.

How prediction works

Get Your Prediction in 3 Easy Steps

Enter your ticket pnr details and RailAI will check the information to show how likely your ticket is to get confirmed. The whole process is simple and takes only few seconds.

See how it works Read the methodology

Enter your PNR
The 10-digit number from your ticket or IRCTC SMS. No login, no fees.
We read the signals
Live booking status, plus how this train, class and waitlist type have confirmed in the past.
You get a signal
A confirmation probability, a plain-language read, and what it means for your next move.

Accuracy & trust

A Prediction You Can Understand

RailAI shows how likely your ticket is to get confirmed based on the information available. Your final ticket status can change as other passengers book or cancel their tickets.That’s why we show your chances as a prediction, not a guarantee.

We also explain what information was used to calculate your prediction, so you can understand where the result comes from.

How we measure accuracy

We Don't Hide Anything

If there is not enough past estimate data, our system also show that.

We Use Past Results

Our System check what happened to similar pnr on the same train, class and quota before.

We Keep Your PNR Private

We use your PNR to check your ticket, but we don't save the actual PNR number..

We Show How We Predict

We show how your ticket chance was calculated with every prediction..

Railway tools

Not sure what RAC, GNWL, PQWL or CNF means? Our simple guide explains each railway ticket status and what you can do next.

Railway guide Read the FAQ

From the blog

Notes on travelling by rail

All articles

Waitlists7 min read

How railway waitlists actually clear

GNWL, RLWL, PQWL and TQWL don't behave the same way. Understanding which list you're on tells you more about your chances than the number itself.

28 August 2026Read

RAC5 min read

RAC, explained: you're closer than you think

Reservation Against Cancellation means you can board and travel — you just start with a shared berth. Here's what RAC really means and how it usually resolves.

14 August 2026Read

Booking4 min read

Chart preparation: the deadline that decides everything

Most status changes happen when the reservation chart is prepared. Knowing when that is helps you time decisions and set expectations.

30 July 2026Read

Common questions

Frequently asked questions

Everything you need to know about PNR confirmation prediction and waitlist chances.

What is a PNR number?

A PNR is the 10-digit number you get when you book a train ticket. You can find it on your ticket or booking message. Enter it on RailAI to check your ticket and confirmation chances.

How does RailAI predict ticket confirmation?

RailAI looks at your ticket details and past results for similar journeys. It uses this information to estimate the chance of your ticket getting confirmed.

Is RailAI's prediction always correct?

No. It is a prediction, not a guarantee. Bookings and cancellations keep changing until the final chart is prepared, so your actual ticket status can be different.

Will my waiting ticket get confirmed?

That depends on your current waiting number, train, class, quota and other factors. Enter your PNR on RailAI to see your current chances.

Why did my confirmation chance change?

Ticket bookings and cancellations happen all the time. As your waiting position changes, your confirmation chance can also change.

Which waiting list has the best chance of confirmation?

GNWL usually has a better chance than some other waitlist types, but there is no fixed rule for every ticket. Your train, class and waiting position also matter.

Does the travel class affect confirmation?

Yes. Sleeper, 3A, 2A and other classes have different numbers of seats and different booking patterns. This can affect your confirmation chances.

Does booking early help?

It can. When there is more time left before the journey, there is also more time for cancellations and waiting-list movement. But booking early does not guarantee confirmation.

Is RailAI part of IRCTC or Indian Railways?

Nope. RailAI is an independent web site. It is not owned or operated by IRCTC or Indian Railroads.

Will the prediction of RailAI be accurate?

Use the prediction to guide you, but don’t let it be your solution. RailAI may help you to know your chances, but only Indian Railroads can confirm your final ticket status.

How does RailAI calculate my chances of being confirmed?

We review your ticket information and past results of similar tickets. RailAI infers a chance of confirmation from that data.

How to Check PNR on RailAI?

Enter your 10 digit PNR Number and tap on Check PNR. RailAI shows you your ticket details and a prediction of confirmation.

My ticket says 80% chance. Will it be checked?

An 80% chance means a high estimated chance that your ticket will be confirmed. It’s not a done deal yet as your ticket status can change before the final chart.

Will WL 21 get confirmed?

WL 21, you can't tell alone. WL 21 odds on one train may be quite different from WL 21 odds on another. Class, date of journey, and quota all matter.

What does CNF mean?

CNF means **Confirmed**. Your ticket has been confirmed for the journey.

For confirmation, which is better? GNWL or RLWL?

GNWL generally gets more opportunities for confirmation than RLWL. But your actual chance depends on the train, class, journey and current waiting position.

How can I check if my ticket will get confirmed?

Enter your PNR on RailAI. We'll check your ticket details and show you the estimated chance of confirmation.

What does PNR confirmation mean?

It means your waiting or RAC ticket has moved to confirmed status. Your coach and berth details may be shown once they are assigned.

How can I check if my PNR is valid?

A railway PNR has 10 digits. Enter the number on RailAI. If the ticket can be found, you'll see its details.

Is a PNR number the same as a booking ID?

No. Your PNR is the 10-digit number used to identify your railway reservation. A booking or transaction ID is a different number used for the booking or payment.

Ready when you are

Check your PNR in seconds

One number, a clear read, and a sense of what to do next. Free, and your PNR stays private.

Check a PNR Try the calculator

Railai - PNR status & ticket confirmation chances tool

How RailAI Predicts Your PNR

Simple, Clear and Helpful PNR Prediction

A real number, every time

Transparent by design

Works with or without a PNR

Your PNR is never stored

Get Your Prediction in 3 Easy Steps

Enter your PNR

We read the signals

You get a signal

A Prediction You Can Understand

We Don't Hide Anything

We Use Past Results

We Keep Your PNR Private

We Show How We Predict

Everything tool Need for Your Train Journey

PNR status & prediction

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Seat & coach info

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