Berlin Tech Meetup: The Future of Relational Foundation Models, Systems, and Real-World Applications

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Solutions by Industry

Predictive AI for Every Industry

Every industry sits on relational data: customers, transactions, products, interactions. Kumo learns from these relationships directly, delivering accurate predictions without feature engineering.

15+

Industries

With validated use cases

55+

Use cases

Deployed in production

10-50%

More accurate

Through relational context

20x

Faster to production

From months to hours

Loved by data scientists, ML engineers & CXOs at

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All Industries

Every industry has relational data. Kumo learns from it.

From insurance to gaming to energy, Kumo connects directly to your data warehouse and answers predictive questions out of the box.

Insurance

Claims fraud detection, risk assessment, policy pricing, customer retention, and cross-sell optimization from policyholder and claims relationships.

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Healthcare

Patient readmission prediction, treatment recommendations, resource optimization, and clinical trial matching from electronic health records.

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Ad Tech

Click-through prediction, bid optimization, audience segmentation, attribution modeling, and campaign performance from impression and conversion graphs.

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Telecom

Subscriber churn, network anomaly detection, plan recommendations, usage forecasting, and customer lifetime value from CDR and network data.

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B2B SaaS

Product-led growth scoring, expansion revenue prediction, churn risk, feature adoption forecasting, and account health from product usage and CRM data.

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Supply Chain & ERP

Demand sensing, supplier risk scoring, inventory optimization, lead time prediction, and disruption forecasting from procurement and logistics data.

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Manufacturing

Predictive maintenance, quality control, yield optimization, supply chain visibility, and defect prediction from sensor and production data.

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Gaming

Player churn prediction, in-game purchase propensity, matchmaking optimization, content recommendations, and LTV from session and social data.

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Travel & Hospitality

Dynamic pricing, booking prediction, guest personalization, loyalty optimization, and demand forecasting from reservation and interaction data.

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Real Estate

Property valuation, lead conversion, market trend prediction, tenant churn, and investment scoring from listing and transaction data.

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Education

Student retention, learning path personalization, enrollment prediction, course recommendations, and outcome forecasting from academic records.

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Energy & Utilities

Demand forecasting, outage prediction, customer segmentation, smart grid optimization, and usage anomaly detection from meter and grid data.

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Your industry's data already contains the answers.

See what Kumo can predict from your existing relational database.