Services

πŸ“ˆ Predictive Analytics & Forecasting

Demand, churn and revenue forecasting plus time-series modeling.

3+Years of data
100%Accuracy reported
5Forecast domains
Predictive Analytics & Forecasting
Why this matters

Why Predictive Analytics & Forecasting?

Many decisions rely on past data and guesses about the future. Without predictive models, inventory, staffing and budgets are sized reactively, leading to either overcapacity or shortages.

We build predictive models that use historical data to anticipate demand, churn and revenue. You can plan ahead with numbers, not guesses.

We deliver predictive models solutions from idea all the way to production. We start from the business goal, build a scoped version, measure the result and only then expand. This ensures the solution delivers measurable value rather than remaining an experiment.

We do not start from technology but from your goal. Before we write a line of code, we agree together what problem we are solving, who it benefits and how success is measured. This saves time and money, because we build only what delivers value.

A solution nobody can maintain is not a finished solution. That is why we document the work, train your team and build the system so it can be developed without us. Our goal is that predictive models keeps delivering value long after our engagement.

Benefits

What you get

βœ“

Better planning

A concrete benefit the solution delivers for your business from the start.

βœ“

Fewer surprises

A concrete benefit the solution delivers for your business from the start.

βœ“

Transparent accuracy

A concrete benefit the solution delivers for your business from the start.

βœ“

Decisions by numbers

A concrete benefit the solution delivers for your business from the start.

Challenges

Problems we solve

!

Decisions are guesses

Planning rests on gut feel rather than data, leading to errors.

!

Surprise spikes

Seasonal swings and spikes come as a surprise and cause problems.

!

No trust in numbers

Forecasts do not state their accuracy, so they are hard to rely on.

!

Reacting, not anticipating

Problems are reacted to after the fact rather than anticipated.

Deliverables

What's included

Every engagement is different, but a typical predictive models project includes clear deliverables so you know exactly what you get. We agree the scope together in advance and do not promise more than we can deliver.

  • βœ“A clear definition of goals and metrics
  • βœ“A working solution deployed to production
  • βœ“Documentation and training for your team
  • βœ“Monitoring and support for an agreed period
How We Work

How we work

1

Goal definition

We establish what to predict and at what accuracy.

2

Data preparation

We gather and clean the historical data.

3

Feature engineering

We create the variables that best explain the phenomenon.

4

Modeling

We train and compare models to find the best one.

5

Validation

We test accuracy on independent data.

6

Deployment

We bring forecasts into day-to-day decision-making.

Use Cases

Use cases

Demand forecasting

Predict sales and size inventory correctly.

Churn prediction

Identify at-risk customers before they leave.

Revenue forecasting

Plan budgets with reliable forecasts.

Predictive maintenance

Anticipate equipment failures before they happen.

Price optimization

Find prices that maximize margin.

Resource planning

Size staffing to predicted demand.

Technologies

Technologies

scikit-learnXGBoostProphetstatsmodelspandasPythonSQLPlotly
Frequently Asked Questions

Frequently asked

Usually a few years of history suffice, but we assess the need case by case.
Accuracy depends on the data and phenomenon. We always report the model's real accuracy openly.
Yes. Time-series methods account for seasonal and trend variations explicitly.
They feed into dashboards or systems where they guide daily decisions.
It depends on the scope. A scoped first use case is typically ready in a few weeks, while a larger whole is built in stages. We agree the timeline together before starting.
Not necessarily. We handle the technical implementation and train your team to use and maintain the solution. The better you know your own data and processes, the smoother the cooperation is.
We process data in accordance with data protection law and agree on processing in writing. We favour solutions where sensitive data stays under your control, and we avoid unnecessary transfer of information outside.
You receive a documented solution and training so you can continue on your own. We also offer ongoing support and maintenance if you wish, but you do not become dependent on us.
In depth

How we think about it

Technology alone solves nothing; the value of a solution comes from meeting a real business need. That is why our work on predictive analytics always starts from the problem: what you want to achieve, what currently prevents it and how we recognise success. Only when this is clear do we choose methods and tools. This order saves time and money, because we do not build a solution nobody needs.

We build solutions to hold up in production. That means they are observable, traceable and maintainable from the start. We do not deliver a demo that works once in a presentation but breaks at the first edge case. Instead, we test the solution against real scenarios, measure how it behaves and make sure it handles the unexpected gracefully. Reliability is not a feature you add at the end but a principle that guides the whole build.

Finally: we do not want you to become dependent on us. We document the work, train your team and leave a solution that can be understood and developed without us. We offer ongoing support if you want it, but control stays with you. For us, success means the solution keeps delivering value long after our engagement β€” not that we tie you to us.

Related Services

Related services

Ready to get started?

Book a free discovery call with our team.

Schedule a Meeting

Ready to get started?

Book a free discovery call with our team.

Schedule a Meeting β†’

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