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Predict.ai

Technology & telecom

Network capacity forecasting

Predict traffic growth, congestion, and capacity exhaustion across links, cells, regions, and services.

Sound familiar?

  • Links that saturate quarters before the upgrade budget expected
  • Congestion complaints arriving before the capacity report does
  • Upgrades sequenced by loudest stakeholder, not by exhaustion date
Target: Network utilizationHorizon: Hours–12 months

Network utilization

busy-hour utilization · Live forecast

Updated
100%40%HISTORYFORECAST80% upgrade policy5-minute or hourlyHours–12 months ahead
Median forecast with uncertainty band

Driver

Traffic history

Driver

Subscriber growth

Driver

Device mix

Forecast horizon

Hours–12 months

Refresh cadence

5-minute or hourly

Built for

Network planning · Operations

What you can predict

One forecast can answer several operational questions.

Combine network telemetry with customer growth, device mix, events, rollout plans, and maintenance to forecast when and where capacity will tighten.

01

Utilization by network element

02

Congestion probability

03

Capacity exhaustion date

04

Busy-hour demand

Questions teams need answered

  • Which links will saturate first?
  • When is an upgrade required?
  • How will a rollout change traffic?
  • Where is headroom most uncertain?

Data that can improve the forecast

Traffic historySubscriber growthDevice mixEventsRolloutsMaintenance

Start with the history you already have. Add internal or external drivers only when backtesting shows that they improve the forecast on held-out periods.

What-if planning

Test a change before committing to it.

Compare a proposed change with the current baseline. See the expected direction, timing, range, and the assumptions behind the result.

Subscriber growth accelerates

Recalculate exhaustion dates by region

Reroute traffic during maintenance

Compare congestion risk

Network utilization

busy-hour utilization · Scenario comparison

Updated

What if

Subscriber growth accelerates?

100%40%HISTORYFORECAST80% upgrade policy5-minute or hourlyHours–12 months ahead
BaselineFaster subscriber growth

Driver

Traffic history

Driver

Subscriber growth

Driver

Device mix

From forecast to action

Keep the people making the decision in the loop.

01 · MONITOR

Forecast continuously

Refresh network utilization on a 5-minute or hourly cadence as new data arrives.

02 · NOTIFY

Alert on meaningful changes

  • Utilization is forecast to breach policy
  • Exhaustion date moves into the planning window

03 · DECIDE

Put the result to work

Capacity investmentTraffic routingUpgrade sequencingMaintenance windows

Build a network capacity forecast with your data.

Start with sample data, connect your own history, or talk with us about your target, horizon, and production requirements.