Adaptive Predictive Analytics & Capital Intelligence

Decision support for variable income, calibrated to how you actually behave

Netdave is an analytical decision-optimisation platform for independent earners. It analyses live cash-flow telemetry, infers your working risk tolerance from observed behaviour, and recommends risk-adjusted allocations that protect liquidity first.

Built for couriers, contractors and solo operators who set aside tax and National Insurance before deploying capital. Read-only connections. No guaranteed returns. Capital at risk.

Read-only bank & platform connections Behaviour-led, not questionnaire-led UK tax-reserve aware

01 / The Structural Problem

Standard investment models assume a salary. Independent work does not behave like a salary.

A fixed monthly contribution plan presumes predictable paydays and stable outgoings. For independent operators, a £1,900 week can be followed by a £320 week. When allocation tools ignore that variance, they recommend exposures that feel manageable in a good month and untenable in a quiet one.

The consequence is not only volatility in markets, but volatility in behaviour: paused contributions, forced withdrawals, and cash shortfalls that erode long-term compounding. Netdave addresses the planning layer first — liquidity, buffers and downside tolerance — before any discussion of yield.

Our position is straightforward. Capital deployment should expand only when reserves, tax provisions and near-term obligations are covered. When they are not, exposure should throttle back automatically.

Dimension
Static Retail Models
Netdave Dynamic Telemetry
Cash-flow volatility
Assumes level monthly income; treats dips as exceptions.
Models weekly variance as the baseline; buffers scale with observed volatility.
Drawdown protection
Fixed risk score from onboarding questionnaire.
Infers tolerance from actual pauses, buffer use and withdrawal behaviour.
Rebalancing cadence
Quarterly or annual review; manual adjustment.
Weekly reassessment; automatic tightening when gig earnings dip.
Liquidity priority
Invest first, hold emergency fund separately.
Protects tax reserve and 3–6 week operating buffer before recommending deployment.

Comparison describes general design approaches, not a specific provider. No performance claim is made.

02 / Autonomous Risk Calibration

Risk tolerance that is observed, not self-reported

Questionnaires capture intentions. Bank behaviour captures constraints. Netdave learns from the latter — how quickly you draw on buffers, at what loss you pause, and what minimum balance lets you work without strain — then adjusts recommended exposure within bounds you approve.

Stage 1

Telemetry Ingestion

Read-only feeds from current accounts and payout platforms map weekly settlements, refunds, fees and regular obligations.

INPUT: Settlements · Outgoings
Stage 2

Behavioural Risk Inference

Models estimate your effective drawdown threshold from historical reactions to dips, not from a 1–10 scale.

PARAMETER B · Inferred tolerance
Stage 3

Predictive Scenario Modelling

Short-horizon scenarios test buffer adequacy against quiet periods, late invoices and seasonal gaps.

OUTPUT: Buffer adequacy curve
Stage 4

Automated Allocation Adjustment

When earnings fall below your floor, recommended market exposure throttles. When buffers are secure, surplus deploys steadily.

RULE: Protect first, deploy second

Model governance note: Inference is bounded. You set a maximum exposure ceiling and a minimum liquidity floor at onboarding. The system operates only within those limits, logs each adjustment with its rationale, and never moves funds without your confirmation. Methods and limitations are documented in plain English and available for review before activation.

03 / Platform Architecture

Capabilities specified as inputs and outputs

Each capability is defined by what it observes, what it recommends, and what it will not do. This keeps advice auditable and avoids opaque automation.

CAP. 01

Real-Time Liquidity Buffer Protection

Continuously calculates the cash needed to cover 3–6 weeks of operating costs plus ring-fenced tax and National Insurance. Capital above that line is classed as deployable; capital below it is not recommended for market exposure, regardless of forecast yield.

IN: Balance · Bills · Tax %OUT: Buffer target £
CAP. 02

Downside-Weighted Predictive Yield Modelling

Evaluates allocation options by weighting downside cases more heavily than upside cases for variable earners. A strategy that requires uninterrupted contributions to succeed is scored lower for a courier with 40% weekly variance than for a salaried earner.

IN: Variance profileOUT: Risk-adjusted ranking
CAP. 03

Automated Exposure Throttling During Low-Earning Weeks

When weekly settlements fall 30% or more below your rolling median, or buffers approach the floor, recommended contributions reduce or pause. The system explains the trigger in one sentence and resumes only when coverage is restored.

IN: Weekly settlementOUT: Throttle signal

04 / Applied Decision Scenarios

How calibration behaves in practice

Illustrative operational scenarios based on common UK independent work patterns. Figures are examples to show logic, not predictions or guarantees.

Profile A · Multi-App Courier

High frequency, high variance

Works across two delivery platforms in Greater Manchester. Weekly settlements range from £380 to £940 depending on hours and demand.

Income variance profile
£380 – £940 per week; median £610
Observed risk threshold
Draws on buffer below £900; pauses investing after two quiet weeks
AI system intervention
Sets £1,200 buffer floor; throttles weekly allocation from £90 to £25 when earnings dip; holds tax reserve at 25%
Capital stability outcome: Buffer remains intact through a three-week demand dip; no forced withdrawal. Deployments resume automatically once median earnings recover.
Profile B · Independent Technical Contractor

Lumpy invoices, late payment risk

Cloud support contractor outside IR35, invoicing one to two clients monthly. Invoices of £2,400–£4,100, with payment terms of 30 days.

Income variance profile
£0 – £4,100 per month; frequent 2–3 week gaps
Observed risk threshold
Requires £3,000 operating balance to accept market exposure
AI system intervention
Staggers deployment fortnightly rather than monthly; flags late-invoice scenario and holds back £800 until clearance
Capital stability outcome: Late payment absorbed without selling allocated positions. Allocation pace smooths across invoice cycles.
Profile C · Seasonal Creative Operator

Seasonal peaks, extended quiet periods

Freelance photographer and market trader in Bristol. Strong October–December trading, quiet January–March.

Income variance profile
£2,800 peak months; £700–£1,100 quiet months
Observed risk threshold
Prefers capital preservation October–March; comfortable deploying surplus in surplus months
AI system intervention
Builds enlarged winter buffer during peak; reduces recommended exposure to minimum during quiet quarter
Capital stability outcome: Winter costs covered from reserved surplus; supplemental allocation maintained without eroding core liquidity.

About Netdave

Built for the way independent work actually pays

Netdave was developed as a decision-support layer between volatile primary earnings and long-term capital planning. We do not promise supplemental income. We help you analyse cash flow, understand your working risk limits, and make steadier allocation choices within them.

  • Evidence over assertion: every recommendation shows its inputs, thresholds and rationale.
  • Restraint by design: the system recommends smaller exposures when uncertainty is higher.
  • UK context: tax reserves, fluctuating settlements and sole-trader cash planning are treated as core inputs, not edge cases.

Read more about our approach

Netdave team reviewing risk calibration models for independent earners
Analytical review: buffer adequacy and behavioural thresholds are audited against observed cash-flow patterns.

05 / Governance & Parameters

Straight answers on data, risk and limits

If you earn week to week, you need to know exactly what a platform can see, what it can change, and where its analysis stops. These are the questions we hear most from contractors and gig operators.

View full FAQ →

How does behavioural risk learning differ from a questionnaire? +

Questionnaires ask how you think you would react to a 15% fall. Netdave observes how you have reacted — when you paused contributions, withdrew funds, or let buffers run low. It infers a working tolerance range from those events and recommends exposures that stayed comfortable historically. You review and approve the inferred range before it is applied, and you can tighten it at any time.

How does downside protection work in practice? +

Protection is procedural, not predictive. The system maintains a liquidity floor covering near-term bills plus a tax reserve, then sizes market allocations only from surplus above that floor. If earnings fall or spending rises, the surplus shrinks and recommended exposure reduces accordingly. It does not hedge positions or guarantee against loss.

What data access do you require, and is it read-only? +

Connection is read-only via regulated Open Banking and payout-platform integrations. Netdave can view balances and transactions to analyse cash flow. It cannot move money, initiate payments, or place trades. You can disconnect feeds at any time, after which modelling pauses and existing recommendations are marked as stale.

Can I access my capital, and do you lock funds? +

Yes. Funds remain in your own accounts and investment providers. Netdave provides allocation guidance only; it does not hold client money or lock capital. Liquidity depends on the providers you use — for example, instant-access savings versus invested holdings that take days to sell. We flag expected access times alongside each recommendation.

What are the limitations of the models? +

Models analyse past patterns and plausible near-term scenarios; they cannot foresee job loss, illness, platform deactivation or market shocks. Recommendations are calibrated for steadier decision-making under uncertainty, not for maximising return. Past cash-flow stability does not imply future stability, and all investing involves risk, including possible loss of capital.

Begin Calibration

Initialise a risk profile grounded in your cash flow

A calm, three-step onboarding with no obligation. Review your baseline curve before activating any ongoing assistance.

1Connect read-only revenue data.
Link current account and payout feeds. Takes around six minutes.
2Review baseline risk curve.
Check inferred buffer floor, drawdown threshold and exposure ceiling.
3Activate decision assistant.
Receive weekly, plain-English allocation guidance you approve.
Initialize Risk Profile Review Platform Details
Risk notice (UK): Netdave provides predictive analytics to support decision-making and does not provide regulated investment advice. Analytics do not guarantee investment returns. Capital is at risk and you may get back less than you allocate. Ensure tax, National Insurance and essential living costs are covered before deploying capital. If you are unsure, seek independent financial advice.