Predictive Analytics Services for Smarter Optimization
Make daily operations faster and more data-driven with machine learning predictive analytics. We provide data science experts through team extension or dedicated teams, and deliver custom software solutions tailored to your business needs. 500+ happy clients and over a decade of experience.
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Top 1%
of software development companies on Clutch
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EU GDPR
commitment to security & privacy
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60%
of business is based on customer referrals
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ISO 27001
data security certification by Bureau Veritas
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EY EoY 2023
EY Entrepreneur of the Year in West Sweden
Turn raw data into business insights with predictive analytics:
Predictive analytics solutions can transform the mass of raw and siloed data into actionable insights that guide your everyday and strategic choices. Such apps process historical data using statistical models and machine learning algorithms to predict what is going to happen with high accuracy. It allows you to make better informed decisions and automate many routine tasks, such as:
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Sales and revenue forecasting
Foresee future sales by location and product type to estimate the revenue and manage inventory more efficiently. Predictive data analytics tools can also automatically adjust prices based on market trends to let you keep up with the competition. -
Churn prediction
Intervene early to save your customer base and reduce revenue loss. AI-based analytics tracks customer behavior to detect the signs that someone is about to leave and take the most suitable action to prevent it. -
Preventive maintenance
Use predictive analytics software to keep your equipment in order, prevent costly breakdowns, and minimize downtime. Such software monitors equipment to warn you when something is about to fail and schedule maintenance. -
Inventory optimization
Predict product demand to ensure you’re always ready to complete customer orders without overstocking. Dynamic forecasting enables you to place orders for replenishing the stock and optimizing logistics automatically. -
Fraud detection
Boost your payment systems with fraud risk assessment algorithms to detect suspicious behavior and flag risky accounts. It will save you from fraudulent chargebacks and disputes. -
Customer behavior and marketing
Know your customers and serve them with more relevant marketing communications to drive conversions. Predictive analytics platforms enhance lead scoring, customer segmentation, conversion prediction, and cross-sell and upsell opportunities.
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Our Predictive Analytics Services – Get Help With Any Task
Predictive analytics for business is a part of our more extensive AI and Machine Learning services, which also cover GenAI implementation, data engineering, MLOps, and other related domains. Cooperation with our team means you have one reliable partner for any engineering need and someone with the know-how to implement custom AI systems.
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Time-Series Analysis & Forecasting
We’ll create advanced time-series models to help you predict trends, seasonality, and anomalies in your industry. Potential use cases include demand forecasting, resource planning, and financial modeling. Take advantage of our solutions to anticipate future outcomes and make your business more resilient.
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Predictive Analytics Consulting
Estimate the feasibility of predictive analytics capabilities for your unique business case before investing in custom algorithm implementation. Our consulting services include problem analysis, use case identification, ROI estimation, and model selection. We can also guide you on the most suitable tech stack and provide a cost-effective roadmap for integrating predictive analytics.
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Data Pipeline Development
Have someone make sense out of your existing data and build an infrastructure ready for AI implementation. We source engineers to assist with data cleaning, transformation, normalization, and build ETL/ELT pipelines for structured and unstructured data. We can also integrate your systems with data lakes, warehouses, and APIs to accumulate and prepare all the data you need.
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NLP Development
Make big data predictive analytics more powerful by combining it with NLP – from traditional models to advanced LLMs. Such models models can extract insights from unstructured data like product reviews, support chats, or resumes, which can be further used by predictive models to generate data-driven insights. Our team will analyze your operations and goals to design a custom model that automates the necessary processes.
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Infrastructure Scaling
Get ready for growing data volumes and workloads to implement predictive analytics solutions successfully. Our MLOps engineers analyze your existing resources and expected loads to design an architecture that enables your business to grow and meet big goals. We find a balance between infrastructure requirements, scalability, and cost efficiency.
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Integration With Third-Party Tools
Enhance your existing software with predictive analytics features to make it smarter and more efficient. We can help you select and integrate tools for BI reporting, churn prediction, sales and marketing insights, demand forecasting, and other uses. Third-party integrations make upgrades much easier and reduce engineering costs.
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Custom AI Model Development
Create custom predictive analytics solutions to outpace the competition. Rely on our vetted talent network to engage necessary expertise to create and implement an AI model from end to end. Our software developers will prepare the data, develop and train the model, and keep retraining it after deployment to ensure accurate output.
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Custom Tech Workshops
Ask our team to share their expertise and hold personalized workshops for your company. Tell us what you expect to learn, and we will develop custom training on predictive analytics concepts and tools, best practices, model development, evaluation, and deployment. Tech workshops facilitate AI-driven predictive analytics adoption and provide access to industry-specific knowledge that may be hard to get otherwise.
Start your journey with our predictive analytics services now:
Ways to Work with Us
Engaging engineers from Beetroot gives you a lot of freedom. You can choose the cooperation model that best suits your current needs and switch to another format if something changes. Have a separate engineering team or collaborate with us on a specific project — it’s up to you.
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Dedicated Development Teams
Direct communication and controlHave someone to rely on for long-term cooperation with a dedicated cross-expertise team. Just tell us more about your needs and we’ll help you identify an optimal stack and team composition to match your goals and budget. You can change team size and composition any time. This model enables you to communicate directly with remote engineers, just as you would with an in-house team, and stay in complete control of the project.
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Project-Based Solutions
End-to-end supportGet turnkey engineering services to focus on managing your business while we handle software development. Project-based cooperation means you hire us to deliver a specific solution with determined goals and timelines. It’s a perfect option if you have well-defined requirements and scope of work. You give us the task — we complete it and send you deliverables. If you need product discovery or a proof of concept to validate your idea before full-scale development, we’re ready to help as well.
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Custom AI Workshops for Teams
Hands-on team trainingInvite niche AI/ML experts to run a workshop and support your company through predictive analytics adoption. With a network of 400+ experts, we select specialists with relevant qualifications and experience to equip your staff with the necessary skills. Hands-on learning makes the adoption of new technologies and best practices smooth and efficient.
Technologies and Tools We Use
We combine deep expertise in data science with modern technologies to offer predictive analytics services that solve real-world problems and help achieve goals. In addition to building and implementing AI/ML algorithms, our team can also create infrastructure, refine models, and assist with other common tasks.
- We use workflow orchestration tools to automate and schedule data pipeline tasks and ETL tools for extracting, cleaning, and loading data from multiple sources.
- We rely on visualization and business intelligence tools to help decision-makers understand the insights at a glance.
- Our experts in GitLab CI/CD, Jenkins, MLflow, Kubernetes, and Docker ensure models stay reliable, up-to-date, and ready for production.
- We prepare the cloud infrastructure for processing large volumes of data and assist you in adopting ML/AI tools offered by cloud providers.
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ML Frameworks
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TensorFlow
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PyTorch
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Scikit-learn
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Data Pipelines
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Airflow
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Apache NiFi
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Talend
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Visualization
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Power BI
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Tableau
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Qlik Sense
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DevOps & Deployment
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Docker
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Kubernetes
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Jenkins
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Meet your predictive analytics experts:
Check the brief CVs of our top ML and data science specialists to learn more about the Beetroot team. We make hiring transparent and straightforward. You can request the full CV for more details about the technical skills or completed projects, and then talk to potential candidates directly.
How We Implement Predictive Analytics Solutions
We can take full responsibility for the project, covering every stage of development, or assist you with specific tasks. The main stages outlined below are the standard roadmap, which is always tailored to the specific needs and requirements of each client.
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Gathering Requirements and Planning
Before starting anything, we learn more about your product and expectations for predictive maintenance implementation. This way, we can estimate the scope of work and budget, plan the cooperation, and make sure we can meet your needs.
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Data Assessment & Preparation
Since the accuracy of predictive models depends on high-quality data, we audit your existing data. Our data management service team evaluates its relevance and detects any gaps before cleansing and normalization.
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Solution Design
We identify the best tools, from ready-made solutions to custom algorithms and models from scratch, and design the system architecture to fit your performance needs and infrastructure.
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Development and Testing
Depending on your project specifics, we either integrate an off-the-shelf predictive analytics solution or develop a custom model, working in sprints. Our QA engineers test the model after implementation to refine and optimize it.
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Software Maintenance
We never abandon you after the software goes live. Our engineers run continuous model performance monitoring, retrain and update models, and support regular software updates. We also handle documentation and run training sessions for your team.
Industries We Focus On
Predictive analytics is not tied to specific industries. You can use it anywhere to implement advanced analytics and automation based on large data volumes. Such software provides users with helpful insights to make data-driven decisions and optimizes routine operations. Manufacturing, logistics, healthcare, finance, and e-commerce are some of the most common use cases. Check how we use it in these and other fields.
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HealthTech
Provide medical staff with recommendations and assumptions based on historical data on similar cases. When powered by predictive analytics, medical software can help forecast patient outcomes, including disease progression and risk of readmission, personalize treatment recommendations, and analyze imaging results.
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GreenTech
Use predictive analytics capabilities to develop software that enhances the effectiveness and reliability of green infrastructure. Our engineers can help you implement features for energy consumption and demand forecasting, renewable infrastructure maintenance, and carbon emission optimization.
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FinTech
Minimize the risks of online transactions for payers and businesses with real-time fraud detection and anomaly detection. Our team also builds systems for automated credit scoring and loan default prediction, investment forecasting, and personalized financial product recommendations.
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EdTech
Improve learning outcomes with personalized recommendations and curriculum. Such systems analyze the learner’s performance to detect areas for improvement and select materials that can increase student success. They also streamline the work of instructors and support teams through automated monitoring and assessment.
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Transportation & Logistics
Build software that tracks fleet operation to forecast breakdowns and enhance maintenance. Predictive analytics in logistics can also optimize delivery times and routes, predict demand for routes or cargo space, and save costs by reducing fuel consumption.
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Manufacturing
Optimize production operations at different levels, from automatically ordering inventory to tracking team performance. Predictive analytics offers many benefits to manufacturers, including reduced downtime and maintenance costs, higher product quality, lower waste, and improved customer satisfaction.
Leverage predictive analytics for optimization and growth:
Why Beetroot is a Good Partner for Predictive Analytics Solutions
Beetroot has 500+ happy clients for a reason. We care about our customers and the outcomes of the projects we work on. Our company has a large talent pool for quick project start and R&D locations across Europe and Asia. We also have substantial experience with AI/ML projects, including machine learning, computer vision, NLP and LLM development, and data engineering services.
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Access to top tech talent
Find skilled engineers for your project by relying on our global talent pool. A large network of vetted tech specialists and refined recruitment practices let us find the perfect fit for every project. Сlear processes and a people-first culture support seamless collaboration between our remote specialists and your in-house team.
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Quick start and flexible staffing
Minimize the time it takes to build an engineering team and kick off a new project with Beetroot. With over a decade of experience, we know how to set up smooth software development fast. Best of all, you can change your team size anytime as your project evolves.
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Engineering experts for any need
Work with one reliable partner instead of hopping between different vendors. Alongside ML experts, data engineers, and data scientists to implement predictive analytics, we can also bring in DevOps, cloud developers, QA experts, designers, and other tech talents.
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Support at every level
Cooperate with us and benefit from a people-first culture that inspires remote engineers to stay engaged and motivated to make an impact. We have effective HR processes to monitor the well-being and performance of our team members. It also ensures the proper quality of services for our clients.
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Positive local impact
Partner with a company that cares about the communities where it operates and acts responsibly. We contribute to UN SDGs across our global locations through our core business activities, volunteer projects, aid programs, and other initiatives.
Our Clients Say
We have asked our clients what they think about cooperation with Beetroot, and they have shared their stories. Read about others’ experiences to better understand our approaches and values.
Featured Cases
Learn about our current and completed projects that include AI/ML technologies to get deeper insights into our work and experience.
Custom Workshops on Predictive Analytics
Train your team to implement advanced analytics smoothly. We are excited to meet you and bring the following benefits:
- Faster innovations and more efficient work. When people know all the intricacies of predictive analytics and feel sure about their skills, they are more willing to use new features in their everyday work.
- Reduced risks. Our workshops help you adopt predictive analytics solutions confidently, minimizing common implementation issues like poor data quality, lack of interpretability, weak integration with existing systems, and inadequate security.
- Regulatory compliance. Since data processing involves many regulatory risks, every company must regularly train staff on meeting continuously emerging requirements, and we do it for you.
Let’s explore how we can solve your challenges:
Fill out the form and meet our team. We’ll work with you to see if predictive maintenance is the right fit and map out the best way to implement it.