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Custom predictive modeling engineering for enterprise decision intelligence

From churn risk to ad conversion forecasting, we build production-grade predictive systems using your data, infrastructure, and business logic—with full control, traceability, and integration.

Xenoss designs and delivers end-to-end predictive solutions tailored to enterprise workflows. We engineer pipelines, model logic, and evaluation frameworks — powering smarter decisions in marketing, product, finance, and operations.

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Leaders trusting our AI solutions:

10+

years helping enterprises

50+

market-ready solutions delivered

40%

of cost savings with component-based development

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Xenoss collaborates with leading industry organizations and standards bodies to advance AI and Data Engineering development

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Master key concepts and terminology in AI and Data Engineering

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Predictive analytics and modeling services

Predictive analytics consulting

As an innovation-focused engineering partner, we work with product and engineering teams to identify valuable prediction targets, map them to existing data infrastructure, and design viable model architectures. Our focus is on measurable outcomes, integration feasibility, and long-term maintainability.

System design and integration

We engineer end-to-end predictive systems — from data pipelines and feature stores to model serving and evaluation workflows. We ensure seamless integration into your stack (CRMs, data lakes, APIs) focusing on governance, traceability, and performance.

Advanced model engineering and operations

We build and deploy high-performance ML models using techniques like XGBoost, DNN, and ensemble methods, tuned to your domain. Every deployment includes automated retraining workflows, performance drift detection, and model version control.

Predictive modeling solutions we deliver

Partner with Xenoss to build domain-specific, production-grade predictive systems tightly integrated into your data pipelines, decision logic, and infrastructure.

Predictive modeling AI development services
Anomaly detection engineering

Anomaly detection engineering

We build customized anomaly detection systems that leverage advanced ML algorithms to identify and flag unusual patterns, equipment failures, and performance anomalies in real-time. Our engineering team ensures seamless integration with your existing infrastructure and ERP systems

Low sales forecasting precision

Time series forecasting development

We develop sophisticated time series forecasting models that help you predict future trends with high accuracy. Our team implements advanced statistical methods and deep learning techniques to transform your historical data into actionable future insights

Predictive maintenance systems

Predictive maintenance systems

We create predictive maintenance solutions that monitor equipment health and predict potential failures before they occur. Our engineering approach combines IoT sensor data with machine learning to prevent costly downtimes and optimize maintenance schedules

Churn prediction development

Churn prediction development

We engineer custom churn prediction models that identify at-risk customers before they leave. Our solutions integrate with your existing CRM systems to enable proactive retention strategies and personalized intervention campaigns

Demand forecasting systems

Demand forecasting systems

We build advanced demand forecasting systems that help you optimize inventory levels and streamline supply chain operations. Our models incorporate multiple variables to deliver accurate predictions for better business planning

Omnichannel experiences

Customer segmentation engineering

We develop intelligent segmentation systems that automatically classify customers based on behavior patterns and characteristics. Our solutions enable targeted marketing strategies and personalized customer experiences

Competitive pricing

Dynamic pricing systems

We create adaptive pricing models that optimize your pricing strategy in real-time. Our engineering team implements sophisticated algorithms that balance multiple factors to maximize revenue while maintaining market competitiveness

Recommendation engine development

Recommendation engine development

We build personalized recommendation systems that enhance customer engagement and drive sales. Our solutions leverage deep learning and collaborative filtering to deliver highly relevant suggestions to your users

Predictive modeling systems for AdTech industry

Conversion prediction models

User conversion prediction

We build predictive models that score each user or impression by likelihood to convert (purchase, sign-up, etc.) based on behavioral history, context, and interaction patterns. The scores feed directly into DSP bidding and budget allocation logic.

CTR prediction pipelines

CTR prediction pipelines

We engineer high-performance CTR estimation models using sparse feature encoders and wide and deep learning architectures. These models integrate with RTB engines to optimize bidding based on expected engagement probability.

Audience segmentation models

Audience segmentation models

We build clustering and classification models to segment users based on real engagement behavior, campaign response, or latent interests, enabling more personalized and profitable targeting.

RTB auction win price prediction

RTB auction win price prediction

We develop models to estimate the minimum viable bid required to win an impression. These outputs drive price shading logic and prevent overspending on auctions.

How to start

Transform your enterprise with AI and data engineering—faster efficiency gains and cost savings in just weeks

Challenge briefing

2 hours

Tech assessment

2-3 days

Discovery phase

1 week

Proof of concept

8-12 weeks

MVP in production

2-3 months

Unlock the power of predictive modeling for your enterprise

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Xenoss predictive modeling services that deliver tangible business impact

Orange

Strategic decision intelligence

 

We translate historical and real-time data into forward-looking predictions that inform high-stakes decisions—from financial planning to capacity management—with traceable, model-backed logic.

Blue

Operational optimization

Minimize downtime and optimize operations through early risk detection and predictive maintenance. Our robust analytics systems help you identify potential issues before they impact your business.

Orange

Customer experience personalization

Understand and anticipate customer needs with advanced behavioral modeling. From reducing churn to personalizing services, our predictive solutions help you build stronger customer relationships and drive loyalty.

Blue

Business performance optimization

Leverage automated feature selection and real-time scoring to improve business outcomes. Our flexible models adapt to your changing business environment, ensuring sustained performance and competitive advantage

Why choose Xenoss for predictive modeling development

Specialized AI engineering experience

Process complex datasets and build sophisticated predictive models for enterprises, with proven experience serving clients like Microsoft, Toshiba, and Activision Blizzard

Fast AI experimentation

Get quick wins through rapid prototyping and experimentation with predictive models, allowing you to test feasibility and measure business impact before full deployment

Enterprise-grade development

Partner with seasoned engineers experienced in building robust, scalable predictive analytics systems that integrate seamlessly with your existing infrastructure

Cost-efficient solutions

Leverage our proprietary technology accelerators and optimized development approach to build predictive models faster and more affordably than traditional approaches

Comprehensive data strategy

From data preparation to model deployment, we handle the entire predictive analytics lifecycle, ensuring high-quality data pipelines and reliable model performance

Industry-specific expertise

Apply deep domain knowledge across industries including retail, gaming, finance, and advertising to deliver tailored predictive modeling solutions

Advanced MLOps practices

Implement robust monitoring, retraining, and governance systems to ensure your predictive models maintain high accuracy and reliability in production

Cloud-native solutions

Design and deploy scalable, cloud-agnostic predictive analytics systems that optimize resource usage while maintaining high performance

Featured projects

Build predictive modeling solutions that deliver real business outcomes

Work with xenons to design, deploy, and integrate custom ML pipelines into your workflows—from forecasting and scoring to real-time decision automation.

stars

Xenoss team helped us build a well-balanced tech organization and deliver the MVP within a very short timeline. I particularly appreciate their ability to hire extreme fast and to generate great product ideas and improvements.

Oli Marlow Thomas

Oli Marlow Thomas,

CEO and founder, AdLib

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    AI capabilities

    Machine Learning and automation

    • ML & MLOps
    • ML system TCO optimization
    • Model & algorithm development and integration
    • RPA (Robotic Process Automation)