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Data & AI consulting

Our Process

Transforming data into actionable insights with AI-driven solutions

Data Collection

Gathering data from various sources to create a comprehensive foundation.

At Bubo, we specialize in tackling the challenges of diverse, complex datasets to deliver actionable solutions for businesses. This is this diversity and complexity that will unlock new solutions. Our process begins with meticulous data collection, pulling together information from multiple sources into a unified foundation. Whether it’s structured JSON files, intricate XML hierarchies, or unstructured reports, we ensure every piece of data is accounted for—laying the groundwork for deeper analysis and insight generation. This scientific approach allows us to handle variability in data models, ensuring no critical information slips through the cracks.Once collected, our team employs advanced techniques to process and refine this raw data, making it both manageable and meaningful. By leveraging cutting-edge tools like large language models (LLMs), we are able to identify patterns, reconcile discrepancies, and transform sprawling datasets into concise, human-readable outputs. Core focus at this step is to deeply understand data, by reading and understanding hidden trends. Trust us to turn chaotic, multi-source data into a clear, logical structure—optimized for decision-making and ready to drive results. With Bubo, complexity becomes clarity.

Data Cleaning

Preparing and structuring data for analysis to ensure accuracy.

At Bubo, we specialize in transforming raw, complex datasets into clean, structured formats ready for advanced analysis. After understand underlying trends and hiddent aspects, our data cleaning process ensures accuracy and efficiency by systematically removing redundancies, standardizing formats, and resolving inconsistencies. For instance, in a recent project, we reduced context size by over 91% while preserving critical information. This streamlined approach eliminates noise, such as empty or irrelevant content, enabling businesses to unlock actionable insights from their data with confidence. Our methodology leverages a scientific, step-by-step process tailored to handle diverse data structures. By representing data as tree structures and applying targeted cleaning techniques, we enhance data quality without compromising its integrity. This preparation is crucial for organizations looking to integrate large datasets into analytical models or AI-driven tools, ensuring both scalability and precision. Whether you're dealing with inconsistent schemas or unwieldy datasets, Bubo’s data cleaning expertise delivers results that are both practical and impactful. Our focus on structuring data for analysis empowers businesses to make informed decisions faster, turning raw information into a strategic asset.

Modeling

Building analytical or predictive models using the cleaned data.

At Bubo, we transform raw, complex datasets into powerful analytical and predictive models that drive actionable insights for our customers. Our process begins with meticulously cleaned and structured data, ensuring a solid foundation for robust modeling. By streamlining intricate data from diverse sources, we eliminate noise and inconsistencies, enabling our advanced algorithms to uncover patterns and trends with precision. Whether it’s forecasting trends or optimizing decision-making, our scientific approach delivers reliable, data-driven solutions tailored to your business needs. Our expertise lies in building models that turn data into a strategic asset. Using state-of-the-art techniques, we analyze cleaned datasets to choose the best model from latest advances in the field, and create predictive tools that adapt to real-world complexities. This process not only enhances accuracy but also empowers organizations to anticipate challenges and seize opportunities. With a focus on scalability and efficiency, Bubo ensures that your data works harder—unlocking value through rigorous modeling that stands up to the toughest analytical demands.

Training

Training models on data to maximize accuracy and performance.

At Bubo, we specialize in transforming complex, diverse datasets into cohesive, actionable insights through advanced model training. Our method involves training models to detect and process nested data hierarchies, turning chaotic inputs into structured outputs. This scientific precision allows us to handle large-scale datasets with ease, ensuring scalability and reliability. For businesses facing data integration challenges, Bubo offers a proven, data-driven approach. Our training process adapts to diverse formats and ambiguities, delivering solutions that boost performance and decision-making.

Deployment

Deploying the model into production to generate real-time insights.

At Bubo, we deploy advanced data models into production, enabling businesses to harness real-time insights from complex datasets. This allows our models to operate in real time, delivering insights that are both accurate and immediately applicable, no matter the scale or variety of the data. Bubo’s deployment expertise offers a reliable, high-performance solution. We ensure that our models integrate seamlessly into your workflows, providing real-time visibility into key metrics and trends. Partner with us to deploy cutting-edge data solutions that transform raw information into a strategic advantage with speed and precision.

Empowering Teams

Enabling teams to work smarter, move faster, and achieve more together.

At Bubo, we believe that unlocking the full potential of AI starts with education. By simplifying complex concepts, we equipped non-technical stakeholders with the knowledge to understand how AI can transform raw, unstructured data into actionable insights. Our approach combines hands-on workshops and clear, scientific explanations tailored to diverse teams. This education empowers teams to confidently interact with AI, bridging the gap between technical solutions and business needs. For organizations aiming to integrate AI into their workflows, Bubo’s educational initiatives provide a foundation for success. We raise awareness about AI’s capabilities, ensuring your team understands its value and knows how to use it effectively—turning curiosity into competence and driving smarter, faster decisions across your business.

Data & AI consulting