Pinpoint Predictive Launches the First Deep-Learning Powered Prediction of Individual Customer Profitability Available at Top-of-Funnel
With the release of Pinpoint Loss Predictions, Pinpoint is bringing the earliest, and the most accurate, profitability predictions to Property and Casualty insurers. This is the first commercial solution powered by deep-learning, built on trillions of behavioral data points, and includes predictions for claims frequency, severity, and loss cost.
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Examples of Pinpoint Loss Predictions better concentrating higher and lower real-world loss ratios when compared to baseline pricing models (Graphic: Business Wire)
By focusing the solution on the top-of-funnel, and prior to filed rating, underwriting, or any outcome determination, Pinpoint provides insurers with unprecedented flexibility in creating relevant customer journeys to better manage their book of business. The Pinpoint Loss Prediction solution joins Pinpoint’s Risk Scores, which insurers are using to predict an individual's likelihood for litigation, SIU referral, early cancellation, or premium leakage. Both products are available for risk selection at top-of-funnel and pre-renewal.
While providing top-of-funnel predictions are key to prioritizing individuals who will have the most positive impact on loss ratios, Pinpoint Loss Predictions also offer unmatched accuracy. This accuracy enables insurers to more effectively manage the profitability of their book of business.
When compared with baseline pricing models (shown in the yellow lines), Pinpoint Loss Predictions better concentrate higher and lower real-world loss ratios across percentile-based segments (shown in the green lines).
“One of our goals at Pinpoint is to keep insurance available and affordable. When we can help insurers prioritize those that fit within their existing profitability and risk appetite, both the insurer and their insured win,” explained
In a recent video testimonial provided by
Pinpoint is currently working with home, auto, and small-business insurers to deploy data-driven, micro-segment strategies to unlock tens to hundreds of millions in yearly savings. Sample implementations include growth initiatives (e.g., lead scoring and prioritization, book-roll profitability analysis, and comp raters), customer journey orchestration based on micro-segmentation, and profitability-driven renewal strategies.
The Deep-Learning Differentiator
Pinpoint’s actuarial Loss Predictions are the first industry offering that leverages the power of deep-learning AI. Deep-learning is a subfield of AI that focuses on inferences that mimic the human brain to perform hugely complex analyses. “There was far too large a gap between the world’s best behavioral predictions and insurance loss estimates. We’ve closed this gap through innovations in AI, trillions of new data points, explainability via our first-party behavioral economics data, and large continuous investments in compliance and privacy,” says
Behavioral Economics
Rather than using more data on the object (the car, the house, the business) being insured, Pinpoint solutions are built using trillions of individual behavioral data points, curated specifically for the insurance industry through a custom supply-chain. By focusing on the individual, not the object, Pinpoint solutions use two orders of magnitude more data than existing predictive models. The underlying data does not include individual credit scores, zip code, language, or ethnicity. Nor does Pinpoint scrape data from the web or social media. These data points provide the foundation for behavioral fingerprints for over 260 million US adults, and fuel the deep-learning models that create the earliest and most accurate predictions for both profitability and loss, as well as risk.
Solving the Growth Paradox
Attaining healthy gains in direct premiums year over year, while avoiding downstream impact on loss ratio has been a difficult and elusive challenge for insurers. “Insurers accept risk onto the books, while at the same time reiterating the belief that ‘there is a rate for every risk’, because there is still a belief that risk is the price you pay for opportunity, or maybe more precisely – for growth,” says
About Pinpoint Predictive
Pinpoint Predictive provides Property and Casualty insurance with unmatched risk selection and profitability prioritization at the beginning of the customer journey. Pinpoint uncovers tens to hundreds of millions of dollars in annual bottom-line value by identifying unpriceable risks earlier and more accurately than previously possible; these include individual loss cost, litigation, SIU referral, cancellation, and premium leakage. Pinpoint provides the largest and fastest improvements to loss ratios in the Property and Casualty ecosystem, generating immediately deployable predictions within days.
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Head of Marketing
Pinpoint Predictive
612.859.4023
[email protected]
Source: Pinpoint Predictive
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