Bespoke Models

Purpose-built decision intelligence

Your data.
Our intelligence. Models built for your decisions.

Bring together the data across your business to build purpose-built models around the outcomes that matter — from risk and fraud to growth, customer behaviour, portfolio performance, and profitability.

Our approach

Start with the outcome, not the data source.

Tell us what you’re trying to predict or optimize. We’ll determine which combination of data and signals can best support that outcome.

Data-first approach

“What can this dataset tell us?”

Individual datasets can provide valuable signals, but may only show one dimension of the customer or outcome.

Inverite’s approach

“What are we trying to predict or optimize?”

We define the outcome first, then identify and combine the signals most relevant to predicting or optimizing it.

Modelling possibilities

What a bespoke model can do

Purpose-built models for risk, fraud, marketing, customer and portfolio growth, profitability — or another outcome unique to your business.

Risk & Credit Intelligence

Build models around the lending and portfolio risk outcomes specific to your book.

  • Default
  • Delinquency
  • First-payment default
  • Affordability
  • Payment capacity
  • Creditworthiness

Fraud & Identity Intelligence

Build models to identify fraud risk, synthetic and first-party fraud, identity anomalies, application inconsistencies, and other patterns relevant to your business.

  • Synthetic fraud
  • First-party fraud
  • Identity risk
  • Application anomalies
  • Account risk

Marketing & Growth Intelligence

Identify the customers, opportunities, and moments most likely to drive acquisition, engagement, and relationship growth.

  • Conversion propensity
  • Acquisition
  • Next-best offer
  • Cross-sell
  • Upsell
  • Engagement

Customer & Portfolio Intelligence

Predict how customer relationships, balances, and assets may evolve over time to identify emerging retention risks and growth opportunities across banking and wealth portfolios.

  • Balance forecasting
  • Attrition risk
  • Deposit growth
  • AUM growth
  • Share of wallet
  • Retention

Profitability & Decision Optimization

Model the commercial decisions that drive margin, or any other outcome unique to your business.

  • Pricing
  • Offer optimization
  • Customer profitability
  • Portfolio profitability
  • Resource allocation
  • Custom outcomes

Why Inverite

Built differently by design

Multi-source intelligence

Every source that matters

Combine financial, credit, customer, demographic, marketing, account, product, proprietary, and third-party data — without being limited to a single source.

Outcome driven

Built for your objective

Models are developed around the specific outcome your business needs to predict or optimize.

Explainable

Signals you can understand

Go beyond an output with evidence-backed signals that help explain what’s driving the result.

Getting started

From business question to production model.

  1. 01

    Define

    Define the business outcome, target variable, and measure of success.

  2. 02

    Connect

    Identify and bring together the data sources and signals relevant to that outcome.

  3. 03

    Build & Validate

    Engineer features, train the model, and validate performance against historical outcomes.

  4. 04

    Deploy & Optimize

    Integrate outputs into your workflow, monitor performance, and refine the model as new data becomes available.

What do you need to predict or optimize?

Tell us about the decision you’re trying to improve. We’ll help you identify the data and signals that can support it.

Bespoke Models

Purpose-built decision intelligence

Your data.
Our intelligence. Models built for your decisions.

Bring together the data across your business to build purpose-built models around the outcomes that matter — from risk and fraud to growth, customer behaviour, portfolio performance, and profitability.

Our approach

Start with the outcome, not the data source.

Tell us what you’re trying to predict or optimize. We’ll determine which combination of data and signals can best support that outcome.

Data-first approach

“What can this dataset tell us?”

Individual datasets can provide valuable signals, but may only show one dimension of the customer or outcome.

Inverite’s approach

“What are we trying to predict or optimize?”

We define the outcome first, then identify and combine the signals most relevant to predicting or optimizing it.

Modelling possibilities

What a bespoke model can do

Purpose-built models for risk, fraud, marketing, customer and portfolio growth, profitability — or another outcome unique to your business.

Risk & Credit Intelligence

Build models around the lending and portfolio risk outcomes specific to your book.

  • Default
  • Delinquency
  • First-payment default
  • Affordability
  • Payment capacity
  • Creditworthiness

Fraud & Identity Intelligence

Build models to identify fraud risk, synthetic and first-party fraud, identity anomalies, application inconsistencies, and other patterns relevant to your business.

  • Synthetic fraud
  • First-party fraud
  • Identity risk
  • Application anomalies
  • Account risk

Marketing & Growth Intelligence

Identify the customers, opportunities, and moments most likely to drive acquisition, engagement, and relationship growth.

  • Conversion propensity
  • Acquisition
  • Next-best offer
  • Cross-sell
  • Upsell
  • Engagement

Customer & Portfolio Intelligence

Predict how customer relationships, balances, and assets may evolve over time to identify emerging retention risks and growth opportunities across banking and wealth portfolios.

  • Balance forecasting
  • Attrition risk
  • Deposit growth
  • AUM growth
  • Share of wallet
  • Retention

Profitability & Decision Optimization

Model the commercial decisions that drive margin, or any other outcome unique to your business.

  • Pricing
  • Offer optimization
  • Customer profitability
  • Portfolio profitability
  • Resource allocation
  • Custom outcomes

Why Inverite

Built differently by design

Multi-source intelligence

Every source that matters

Combine financial, credit, customer, demographic, marketing, account, product, proprietary, and third-party data — without being limited to a single source.

Outcome driven

Built for your objective

Models are developed around the specific outcome your business needs to predict or optimize.

Explainable

Signals you can understand

Go beyond an output with evidence-backed signals that help explain what’s driving the result.

Getting started

From business question to production model.

  1. 01

    Define

    Define the business outcome, target variable, and measure of success.

  2. 02

    Connect

    Identify and bring together the data sources and signals relevant to that outcome.

  3. 03

    Build & Validate

    Engineer features, train the model, and validate performance against historical outcomes.

  4. 04

    Deploy & Optimize

    Integrate outputs into your workflow, monitor performance, and refine the model as new data becomes available.

What do you need to predict or optimize?

Tell us about the decision you’re trying to improve. We’ll help you identify the data and signals that can support it.