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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.

Let's build your predictive future
Custom AI & data engineering services

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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

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

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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.

Predictive analytics in supply chain management: 

Implementation roadmap

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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.

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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

Trusted by AI & data driven companies

  • Ad-Lib logo
  • adstream logo
  • Blizzard logo
  • Voodoo logo
  • ironSource logo
  • openX logo
  • telephonica logo
  • kochava logo
  • viewster logo
  • Moloco logo
  • Sizmek logo
  • Venatus logo
  • DataSeat logo
  • Return logo
  • Lifesight logo
  • aki technologies logo
  • Inmar logo
  • Verve group logo
  • Smartly logo
  • Toshiba logo
  • entravision
  • Triffecta
  • ARTIFACT
  • ViVV

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 solution

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

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Unlock the power of predictive modeling for your enterprise

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Featured projects

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Alex Belyansky

Director of Engineering, INMAR

It was a great pleasure working with the Xenoss team. The project was complex and challenging - a rich media editor supporting animation, timeline editing, special effects, undo/redo functionality, and other unique features not commonly found. The project was time-boxed for 3 months. It was a ground-up development incorporating niche technologies that required extensive research and prototyping. Not only did the team deliver a fully working MVP on time, but they also exceeded the requirements in several key instances. The architecture was thoroughly designed, and the UX was executed according to the specifications. I'm very grateful for this experience and highly recommend Xenoss.

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Ben Dzamba

VP of Product, Powerlinks

Before turning to Xenoss, we had a demand-side platform that was costly and not scalable. Having access to a wealth of experience on the Xenoss team related to our domain of real-time bidding, we’ve cut costs and now have a much more efficient, reliable DSP for our customers. I’d gladly recommend Xenoss as a technology partner. I’ve found the team to be very professional and diligent, ensuring that our needs and expectations are met through every step of the development process.

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Brandon Keenan

CMO, ViVV LABS

We loaded a huge client into the ViVV Labs Platform today—with the incredible support of the Xenoss team. We’ve done this a number of times already, and it’s worked flawlessly every time, but this one was different. It was a key client for our business. If you want to experience what it’s like to pull your walled garden data effortlessly and apply data science to your spend to potentially save 30–40%, partner with Xenoss.

David Philippson

David Philippson

CEO & Co-Founder, Dataseat

We were looking for an experienced vendor to develop a performance-based media buying solution from scratch. One of the main reasons why we chose Xenoss was their extensive domain knowledge. It allowed us to save time and effort at the initial stages and dive right in product development. The team’s been very professional and responsive to our needs and was able to deliver the MVP under just several months. Later on, they’ve transformed it into a fully featured platform for in-game advertising, which already proved highly scalable and able to manage high load. I’ve been truly happy with their work, high quality standards, and communication.

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Edward Lyon

Head of Product, Smartly

Our business has grown since we started working with Xenoss by an enormous amount and much of that has to do with the software that they’re developing. The most impressive aspect of our collaboration is that the Xenoss team keeps on solving challenges we put in front of them and these are challenges that anecdotally, other businesses have tried solving but are not successful.

Matt Cannon about Xenoss

Matt Cannon

COO, Venatus

We've been a client of Xenoss for a year now and find them an excellent technology partner. Highly skilled and knowledgeable with the ability to rapidly adapt to our needs. We intend to double the size of our current team with them in 2021.

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Oli Marlow Thomas

Founder and CIO Smartly.io

At some point in our business journey, we had a frustrating experience with our product, from barely managing its instability to fixing errors on the fly. Xenoss team helped us build a well-balanced tech organization and deliver the MVP within a very short timeline. It let us timely onboard huge clients such as Adidas, Tesco, Uber, and keep up our growth pace. I’m glad we’ve been working with such a highly-productive team. I particularly appreciate their ability to hire extremely fast and to generate great product ideas and improvements.