✨ New: AI-powered wait-time predictions are here  See it in action →

New · AI Feature

See the rush before it arrives

Qwaiton's AI studies your queue history and forecasts what's coming — how long waits will be, when your peaks will hit, and how many people you'll need on the floor. Staff ahead of demand, show customers honest wait times, and stop getting caught out. Built in. No setup.

  • Built in — no setup
  • Learns automatically
  • 14-day free trial
A forecasting dashboard predicting the day's busy periods and wait times

Trusted by 65,000+ users across 120+ countries

0%forecast accuracy at peak
0%less overstaffing
0%shorter peak waits
Real timeupdated all day
The Basics

What are AI wait-time predictions?

AI wait-time predictions use machine learning to forecast what your queues are about to do. Instead of reacting to a line that's already formed, Qwaiton looks at your history — by hour, day, location and service — and tells you what's coming next.

That means a realistic wait estimate for every customer before they even join, a heads-up on the exact hours that will get busy, and a clear recommendation for how many people to have on the floor. The line stops being a surprise, and every plan you make is backed by a forecast instead of a hunch.

Explore the features →
Why It Works

One forecast, three big wins

Prediction turns a reactive scramble into a calm, planned day — for customers, staff and managers alike.

Staff ahead of the rush

Know your busy hours days in advance and roster to match. No more scrambling when the line suddenly builds — or paying for staff you didn't need.

  • Rush hours forecast days ahead
  • Right people at the right time
  • Less overtime, less overstaffing

Honest waits for customers

Show a realistic estimate before anyone joins the queue. Clear expectations calm the room, cut "how long?" questions, and stop people walking away.

  • Accurate estimate before joining
  • Live wait shown on every ticket
  • Fewer complaints and walk-aways

Decisions on autopilot

The AI does the number-crunching and hands you a plain recommendation. No spreadsheets, no data scientist — just clear guidance you can act on now.

  • Plain-language staffing advice
  • Surge alerts when a day goes off-script
  • Works automatically in the background
Setting Next Week's Rota

The same schedule — two very different weeks

A manager sits down on Friday to plan next week's staffing. Here's how it goes with a gut feeling and last year's memory — and how it goes once the AI is forecasting demand.

Without prediction

Planning by guesswork

  • The rota is copied from last week and hope for the best.
  • Tuesday turns out dead quiet — three people stand idle on the clock.
  • Thursday a surge hits with no one spare, and the line spills out the door.
  • Customers are told "about ten minutes" — it's really twenty-five.
→ Overspending on quiet days, understaffed on busy ones.
With prediction

Planning with a forecast

  • The AI shows Tuesday will be slow — so the rota is trimmed.
  • It flags a Thursday 1–3 PM peak, and two extra staff are booked in.
  • A morning surge alert lets the manager pull someone in early.
  • Every customer sees a realistic wait, so no one feels misled.
→ The right people at the right time, and a calmer week.
Everything Included

Prediction that works — out of the box

No models to train, no add-ons to buy. It's part of Qwaiton.

Rush-Hour Forecasts

See exactly when demand will spike — by hour and day, days in advance — so a busy period is never a surprise again.

Predictive Staffing

Turn each forecast into a plain recommendation: how many people to have on the floor, and exactly when to add or release them.

Accurate Wait Estimates

Give every customer a realistic wait before they join and on their live ticket — honest expectations that calm the room.

Surge & Anomaly Alerts

Get warned the moment a day starts trending away from the norm, so you can react before a queue gets out of hand.

Seasonality & Events

The model learns paydays, weekends, holidays and seasonal swings, and factors them into every forecast automatically.

Multi-Location Forecasting

Every branch gets its own forecast, and HQ sees them all — compare predicted demand across the whole network at a glance.

Under the Hood

What the AI predicts for you

Four forecasts, updated in real time as the day unfolds.

Wait Times

How long people will wait — right now and later today.

Peak Periods

The exact hours demand will spike, days ahead.

Staffing Needs

How many people you'll need on the floor, and when.

Surges

Unusual spikes flagged the moment they begin.

From History To Foresight

Three steps from data to a plan

LEARN

It learns your patterns

The model studies your queue history — by hour, day, location and service — and keeps learning from every new visit.

PREDICT

It forecasts demand

Wait times, rush hours and staffing needs are predicted ahead of time and refreshed in real time as the day unfolds.

ACT

You act with confidence

Follow a clear staffing recommendation, show customers accurate waits, and respond to surge alerts before they bite.

No Data Science Required

All the AI. None of the homework.

There's nothing to train, tune or configure. Predictions switch on automatically and learn from the data you already generate — so a busy manager gets a data-science team's foresight without lifting a finger.

  • Zero setup — it works from day one
  • No spreadsheets, no analyst needed
  • Plain-language recommendations, not raw math
  • Gets sharper the longer you use it
Start Free Trial
A manager checking staffing recommendations on a tablet at the counter
Command Center

Tomorrow's demand — on today's dashboard

Watch predicted versus actual demand for every location, get ahead of the peaks the AI has flagged, and see the staffing plan it recommends — all beside the live numbers your team is running on.

  • Predicted vs. actual demand, live
  • Forecast peaks highlighted in advance
  • Recommended staffing per hour
  • Per-location and roll-up forecasts
Book a Live Demo
Multiple screens showing predicted demand and staffing forecasts
Today's ForecastAI
11 AM
3 min
1 PM
19 min
4 PM
8 min
1–3 PMpredicted peak
+2staff advised
95%confidence
Where It's Used

Smarter forecasts for every place people wait

Doctor managing patient flow on a tablet −41% patient wait

Healthcare

Forecast clinic demand and staff to it — calmer rooms, shorter waits.

Explore Healthcare →
Advisory session at a bank branch −40% branch wait

Banking

Predict branch peaks and balance advisors where demand will be.

Explore Banking →
Financial advisor meeting a client +28% advisor time

Finance & Insurance

Anticipate busy advisory windows and book the right cover.

Explore Finance →
Modern retail store interior −35% walk-aways

Retail

Match staff to predicted footfall and capture more sales.

Explore Retail →
Client at a modern hair salon −50% no-shows

Salon & Spa

Forecast quiet and busy periods to fill every chair and room.

Explore Salon & Spa →
Passengers in an airport concourse −30% queue time

Travel & Airports

Predict passenger surges and open desks before the crowd hits.

Explore Travel →
★★★★★
"The forecast is scary good. It told us Thursday afternoons were about to get busy weeks before we felt it — we staffed up, and the queues never formed. We've stopped guessing the rota entirely."
Portrait of Priya Anand
Priya AnandOperations Lead, City Health Group
FAQ

AI predictions, answered

What are AI wait-time predictions?

It's a machine-learning feature that studies your queue history and forecasts what's coming — how long waits will be, when your rush hours will hit, and how many staff you'll need — so you can plan ahead instead of reacting. Customers also see more accurate wait estimates before they join.

Do I need a data scientist or any setup?

No. Predictions are built into Qwaiton and switch on automatically. The model learns from the queue data you already generate — there is nothing to configure and no analyst required.

How much historical data does it need?

It starts producing useful forecasts within a couple of weeks of activity and keeps getting sharper as more data accumulates, continuously adjusting to your latest patterns.

How accurate are the predictions?

Accuracy improves over time as the model learns your specific rhythms by hour, day, location and service type. It also flags unusual surges so you're warned when a day is trending away from the norm.

Can customers see predicted wait times?

Yes. Instead of a vague guess, customers see a realistic estimated wait before they join and on their live ticket, which sets honest expectations and reduces complaints and walk-aways.

How much does it cost?

AI wait-time predictions are included with every Qwaiton plan from $50/month per location, with a free 14-day trial and no credit card required. See full pricing — Enterprise plans add advanced forecasting and integrations.

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Free guide

The 2026 Queue Management Buyer’s Guide

How leading teams cut wait times, walk-outs and no-shows — a practical checklist you can act on this week.

Not ready for a trial? Grab the guide and decide later.

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Before you decide

The quick answers that usually come up right before starting a trial.

Do I need a credit card to start?

No. Your 14-day free trial needs no card and no commitment — just an email to get in.

How long does setup take?

Most teams are live the same day. Create your first queue in minutes — no hardware or IT project required.

What happens after the 14 days?

Pick a plan (from $50/mo) if it’s working for you, or the trial simply pauses. We never auto-charge a card you didn’t enter.

Can I cancel anytime?

Yes — there’s no lock-in. Cancel with one click whenever you like and your data stays yours to export.

Does it integrate with my tools?

Yes. Qwaiton connects with Zapier, Zoho, GoHighLevel and Tomedo, so it fits the stack you already run.

Is my data secure?

Your data is encrypted in transit and at rest, handled with GDPR and consent in mind, and never sold.

Stop reacting to the rush.
Start predicting it.

Start your free 14-day trial — AI predictions included, no credit card, live in one day.

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