CNF
Your waitlist cleared
Enough passengers ahead of you cancelled, and a coach and berth were allotted. Check your PNR for the final coach and seat details.
Waitlist Prediction
Check Train Waitlist Confirmation Chances
Check your train waitlist confirmation chances with RailAI. Understand WL status, estimated ticket confirmation probability, and whether your waitlisted ticket may get confirmed before departure.
Waitlist prediction calculator
Check your waiting list confirmation chances
Enter your waitlist position and type to get an instant waitlist prediction. No PNR and no login needed — add your class, quota or train if you want a sharper estimate.
Start here
The number is only half the story
Indian Railways runs several parallel waiting lists, each fed by a different pool of seats. Your confirmation depends on cancellations within your specific list — not the train as a whole. So before you judge your chances, find the four-letter code printed just before the number on your ticket.
That code is what turns a bare “WL 30” into a realistic expectation.
The waitlist types
Four codes, four behaviours
These are the lists you’ll see most often. Estimating with the right type applied gives a far more honest read than a generic guess.
GNWLMost encouraging
General Waitlist
Issued when you board at or near the train's origin. It draws from the largest quota and is fed by cancellations across the whole route, so it clears the most reliably of the common types.
RLWLUnpredictable
Remote Location Waitlist
Issued for an intermediate station with its own small quota. It clears only when someone travelling that specific segment cancels, so it moves slowly and is hard to read from the number alone.
PQWLMoves erratically
Pooled Quota Waitlist
Shared across several smaller stations along the route. It tends to clear less than a general waitlist and more erratically than the bare number would suggest.
TQWLWeakest clearance
Tatkal Waitlist
A waitlisted Tatkal ticket. It doesn't convert against the general quota and has historically shown the weakest clearance of the common types.
You may also see RLGN and CKWL (a current-booking / tatkal-linked list). These are less common and behave much like the remote and tatkal lists above.
The basics
What is waitlist prediction?
Waitlist prediction is the practice of estimating whether a waitlisted Indian Railways ticket will move up to confirmed or RAC before the reservation chart is prepared. Instead of reading your waiting list confirmation chances from the bare number, a good estimate looks at the whole picture: the list type, your position, the class and quota, and how many days are left before departure.
RailAI's waitlist prediction AI does exactly that. It compares your ticket with how similar tickets on the same train, route, class and waitlist type have actually cleared in the past, then turns the result into a confirmation probability with a clearly labelled confidence level and a plain-language explanation.
You don't need a login or a PNR. Enter your waitlist position and type in the calculator above for an instant estimate — or use the PNR checker if you want RailAI to read the details straight from your booking.
Every waitlist prediction includes:
- A confirmation probability for your specific waitlist position, not a generic range
- A confidence level that tells you how much real history sits behind the number
- A short, plain-language explanation of what is helping or hurting your chances
- A shareable link, so you can send the same estimate to anyone travelling with you
Waitlist prediction AI
How RailAI’s waitlist prediction AI estimates your chances
A waitlist confirmation probability is only as good as the evidence behind it. RailAI works down a four-step ladder, always using the strongest evidence available and telling you which rung it reached.
- 01
Exact match
The strongest signal: how this exact combination of train, class, quota and waitlist type has cleared before, for positions close to yours. It is used whenever there is a solid run of past journeys behind it.
- 02
Route match
When the exact combination is thin, the estimate widens to the same route, class and waitlist type. These are still real outcomes, just drawn from a broader pool of journeys.
- 03
Train-level average
If route history is also limited, the prediction falls back to how the train has performed overall. It is a rougher read, and it is labelled as one.
- 04
Model estimate
With no usable history yet, an AI model supplies the estimate — clearly marked as an estimate, and replaced automatically once real outcomes exist for that train.
Nothing here is a black box. Read the full prediction methodology or see how the numbers hold up on the accuracy page.
What actually moves a list
Three forces behind every clearance
Cancellations cluster late
Most movement happens in the final days before departure, as cancellation charges step up. A number that looks stuck three weeks out can shift sharply in the last 48 hours.
The chart is the deadline
When the reservation chart is prepared — a few hours before departure — your originating-station status is locked: confirmed, RAC, or still waitlisted.
History sets the odds
How the same train, class and quota have cleared around your booking window is the strongest guide to how far your position is likely to move.
Reading your odds
What raises or lowers your waitlist confirmation chances
Wondering, “will my waitlist ticket get confirmed?” These are the factors the prediction weighs. Use them as a quick sanity check on any waitlist ticket confirmation estimate.
| Factor | Helps your chances when… | Hurts your chances when… |
|---|---|---|
| Position | You are close to the top of the list, so only a few cancellations are needed. | You are deep in the list and many cancellations must happen first. |
| Waitlist type | You hold a GNWL, which draws on cancellations across the whole route. | You hold an RLWL, PQWL or TQWL, which draw on smaller or restricted pools. |
| Days to departure | There is still time — cancellations tend to cluster as departure nears. | The chart is only hours away and your number has barely moved. |
| Class | The class has many berths on the train, so cancellations are more frequent in absolute terms. | The class is small, with few berths that can fall vacant. |
| Quota | You are waitlisted in the general quota, where cancellations feed the list steadily. | You are in a smaller or Tatkal-linked quota with fewer cancellations to draw on. |
| Train and season | The train sees regular cancellations on an ordinary travel date. | It is a festival or holiday rush and most passengers keep their bookings. |
RailAI tip: Compare like with like. A GNWL position and an RLWL position of the same number are not equivalent, so always pick the correct list type in the calculator.
Step by step
How to check if your waitlisted train ticket will get confirmed
Four quick steps take you from a confusing “WL” on your ticket to a clear expectation and a plan.
- 01
Find your waitlist type
Look at the four-letter code before your number on your ticket — GNWL, RLWL, PQWL, or TQWL. This tells you which pool your ticket draws cancellations from.
- 02
Understand what the type means
GNWL (General Waitlist) clears the most reliably. RLWL and PQWL are tied to smaller quotas and move unpredictably. TQWL (Tatkal) has the weakest historical clearance.
- 03
Estimate your confirmation chance
Enter your waitlist type, position and class in RailAI's calculator to get a probability based on how similar tickets have actually cleared on this train and route.
- 04
Arrange a backup if the signal is weak
A waitlisted ticket that doesn't clear is not valid for boarding in reserved coaches. If your probability is low, have an alternative ready before the chart is prepared.
Waitlist vs RAC
Waitlist vs RAC vs confirmed: what each status lets you do
Knowing where a waitlisted Indian Railways ticket sits on the ladder helps you decide how urgently you need a backup.
| Status | What it means | Can you board? |
|---|---|---|
| CNF | A coach and berth or seat is allotted to you. | Yes. |
| RAC | Reservation Against Cancellation: you are guaranteed a place to sit, often a shared berth, and may be upgraded to a full berth if cancellations occur. | Yes, RAC passengers are allowed to board. |
| WL (waitlisted) | No accommodation has been allotted yet. You move up only as confirmed passengers cancel. | Not if every passenger on an online-booked ticket is still waitlisted after the final chart. |
Moving from WL to RAC is already progress, because RAC passengers can board. If you are holding RAC, see the RAC prediction page for your chance of a full berth.
What happens next
What happens to a waitlisted ticket after chart preparation
The reservation chart is the deadline for your waitlist. When it is prepared, your ticket lands in one of three outcomes. Find out when your train’s chart is prepared and check your PNR again afterwards.
RAC
Partly cleared
You moved into RAC. You can board and travel with a shared berth, and a further upgrade is possible if more cancellations happen.
WL
Still waitlisted
If the whole online-booked ticket remains waitlisted at the final chart, it is not valid for boarding and is normally cancelled with an automatic refund.
Quota bookings
Tatkal waitlist (TQWL) confirmation chances
TQWL is the waitlist you receive when a Tatkal booking does not get a berth. It does not convert against the general quota, which is why Tatkal waitlist confirmation has historically been the weakest of the common types — there are simply fewer Tatkal cancellations to draw on.
That doesn't make every TQWL ticket hopeless, but it does mean the number alone is a poor guide. Select TQWL in the calculator and add your class and train to see how Tatkal waitlists like yours have actually cleared, then keep a backup plan ready before the chart is prepared.
The honest part
Keep a backup until the chart is out
A waitlisted ticket that doesn’t clear is generally not valid for boarding in reserved coaches, and online-booked waitlisted tickets are usually cancelled and refunded automatically. Decide on a fallback before the chart is prepared — not after, when your options have narrowed.
A prediction estimates how far your position is likely to move. It can be encouraging, but it can never be a guarantee — the outcome depends on other passengers’ cancellations right up to the final chart.
Common questions
Waitlist prediction & confirmation: frequently asked questions
Quick answers on waitlist types, confirmation probability and what to do before the chart.
Keep planning
More RailAI tools
Check your PNR, compare availability and plan your backup.
PNR status & prediction
Enter your PNR to see live status and a confirmation estimate read straight from your booking.
RAC prediction
Holding RAC instead? See how likely you are to get a full berth.
Chart preparation time
Find out when the first and final charts are expected for your train.
Seat availability
Compare class-wise availability before you book or pick a backup.
Refund calculator
Work out your refund if a waitlisted or confirmed ticket needs cancelling.
Prediction methodology
A public explanation of the four-step method behind every estimate.
Disclaimer: waitlist predictions are statistical estimates based on historical patterns, not a guarantee of confirmation. RailAI is independent of IRCTC and Indian Railways.