Forecasting and projections engineered for clarity, planning and commercial control.
We build dynamic, data-led forecasting models that predict revenue, acquisition, retention and channel performance. Giving you clear visibility over growth, budgets, stock and resourcing.
Why most forecasting is unreliable
Most brands forecast using gut feeling, last year's numbers, spreadsheet templates with hidden logic and unrealistic growth assumptions. Incorrect attribution, broken tracking and poor understanding of retention and repeat revenue compound the problem.
Reliable forecasting requires clean data, stable attribution and a clear growth engine. Qwrki builds forecasting as a commercial system. Dynamic, scenario-tested and updated monthly as actuals arrive.
Gut-feel forecasting
Last year's numbers multiplied by an optimistic growth rate. Hidden spreadsheet logic nobody can audit. Budgets that don't hold under pressure. Leadership teams that stop trusting the numbers.
What is included in Forecasting & Projections
Revenue Forecasting
Monthly revenue projections with new vs returning customer splits, baseline growth vs incremental growth, LTV and repeat revenue forecasting, cohort-based projections and product and category contribution. A complete commercial revenue picture.
- Monthly projections
- New vs returning
- Cohort forecasts
- Product contribution
How Forecasting & Projections work inside Qwrki OS
- 01
Phase 01
Data Audit & Baseline Creation
We validate acquisition numbers, conversion rates, retention curves, CAC and MER, LTV, product contribution and channel efficiency. Baseline truth must be accurate. Forecasting on wrong actuals produces wrong projections, no matter how sophisticated the model.
- 02
Phase 02
Forecast Model Build
We build growth assumptions, retention curves, channel efficiency curves, predictive LTV models, scenario logic and a forecasting spreadsheet or dashboard. A dynamic model that updates as inputs change.
- 03
Phase 03
Multi-Scenario Testing
We generate best case, most likely, worst case and stretch target scenarios. Shaping marketing budgets, stock planning, revenue targets and operational decisions based on a range of outcomes, not a single fixed projection.
Where Forecasting fits inside Qwrki OS
Forecasting is the planning engine of the OS. Connecting validated performance data from every module into forward-looking commercial decisions.
Forecasting & Projections
Analytics & Intelligence
- Analytics Dashboards
What you get from Qwrki's Forecasting & Projections
- 01
Reliable revenue forecasts. Updated monthly, grounded in validated actuals.
- 02
Clear growth targets that the business can plan hiring, stock and budgets around
- 03
Accurate CAC, ROAS and MER expectations across realistic and aggressive scenarios
- 04
Realistic LTV and retention projections built on actual customer behaviour curves
- 05
Scenarios for risk and opportunity. Conservative, realistic and stretch, stress-tested.
- 06
Better budget and hiring decisions grounded in commercial outcome ranges
Typical Use Cases
Set Realistic Revenue Targets
Building data-led revenue targets for the year. Grounded in actuals, channel efficiency curves and retention rates, not aspirational numbers from a spreadsheet.
Plan Budgets & Resourcing
Translating revenue projections into media budgets, headcount plans and infrastructure investment. Connecting commercial targets to operational decisions across the business.
System Support
Ready to forecast with clarity, accuracy and commercial confidence?
Get a forecasting audit and projection model proposal for your business.
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