Platform Features
Every tool built for people whose income doesn't follow a fixed pattern.
Stonewell combines adaptive risk modelling, predictive forecasting, and structured review workflows into a single workspace — designed for professionals managing remote, data-driven income streams.
Built Around Variability
Designed for income that moves, not income that's fixed.
Traditional financial tools assume a steady paycheck. Stonewell starts from the opposite premise: that income can fluctuate week to week, and the tools used to manage it should adapt accordingly. Every feature below is built on that foundation — tracking patterns, flagging risk, and adjusting projections as real conditions change.
What's Included
Three pillars of the Stonewell workspace.
Each pillar is available independently but works best combined — feeding the same underlying data model so insights stay consistent across the platform.
Adaptive Risk Scoring
A rolling risk score recalculates as new data arrives, reflecting shifts in volume, timing, and source concentration — rather than relying on a static, one-time assessment.
Predictive Modelling
Forward-looking projections are built from historical patterns specific to your account, updating automatically as more data accumulates over time.
Structured Review Cycles
Scheduled check-ins surface anomalies and trend shifts before they compound, giving you a clear point to reassess assumptions rather than discovering issues after the fact.
In Detail
How each feature actually works.
A closer look at the mechanics behind the platform — what each feature monitors, how it responds to change, and what that means for day-to-day use.
Continuous Data Intake
Rather than requiring periodic manual updates, Stonewell is built to accept ongoing data input, so your risk profile and projections reflect recent activity instead of a snapshot from weeks ago.
Pattern Recognition Across Sources
When income arrives from multiple channels, the platform maps relationships between them — identifying which sources are stable, which are seasonal, and which carry disproportionate concentration risk.
Threshold-Based Alerts
Instead of generic notifications, alerts are tied to meaningful thresholds you define — a drop in a key source, an unusual spike, or a projection falling outside its expected range.
Scenario Comparison
Model a change — a new client, a paused project, a seasonal dip — and compare the resulting projection against your current baseline before committing to a decision.
Risk Management
Volatility handled as a variable, not an emergency.
Most tools treat financial volatility as an exception to flag. Stonewell treats it as a variable to measure — tracked continuously, weighted by recency, and factored into every projection the platform generates.
This means the system doesn't just tell you something changed. It tells you how much weight that change should carry against everything else it already knows about your income pattern.
See the AdvantagesIllustrative risk-weighted view of income variance across a six-week window, as modelled within the Stonewell workspace.
Working Efficiently
Less manual tracking, more usable output.
The features above are designed to reduce the overhead of managing variable income — fewer spreadsheets, fewer manual recalculations, and faster access to an answer when you need one.
Questions
Feature-specific FAQs.
How often does the risk score update?
The risk score recalculates whenever new relevant data is added to your account, rather than on a fixed schedule. You can also trigger a manual recalculation from within the workspace.
Can I use the predictive modelling feature with limited historical data?
Yes, though projections become more precise as more data accumulates. Early-stage projections are presented with a wider expected range to reflect that limited history.
Are alert thresholds set automatically?
Default thresholds are suggested based on your account's activity, but every threshold can be adjusted manually to match your own risk tolerance and review preferences.
Does scenario comparison change my actual data?
No. Scenario modelling runs as a separate, non-destructive simulation alongside your real data, so you can compare outcomes without altering your existing records.
Have a question about a specific feature? Get in touch.
See how these features apply to your situation.
Access the Stonewell platform and start building a risk profile shaped by your own income pattern — not a generic assumption about what a steady income looks like.