DATA AND AI
Leverage the power of data and artificial intelligence with a global technology partner committed to responsible, validation-first development.
Leverage the power of data and artificial intelligence with a global technology partner committed to responsible AI
Our comprehensive Data & AI capabilities cover: Data Engineering, Agentic (AI) Development, and Machine Learning.
Each service tackles specific challenges to ensure your product is intelligently powered by data: from establishing robust data infrastructure to deploying AI models and autonomous agents.
We focus on solving the core problems that hinder data-driven innovation – so your business can leverage AI confidently for growth and product-market fit.
KEY BENEFITS
Why business needs data & AI solutions
77% of companies are either using or exploring AI technologies today , seeking to improve efficiency, customer experience, and decision-making. Data and AI services bridge the gap between data potential and business outcomes.
By investing in data engineering and AI development, organizations can unlock insights hidden in their data and automate complex processes that humans can’t scale. The payoff is tangible – companies using AI have seen an average 22% cost savings in processes and an 80% boost in productivity.
In fact, data-driven companies are 19 times more likely to be profitable and 23× more likely to acquire customers than their peers . In short, leveraging data and AI isn’t just an IT initiative; it’s a strategic imperative to stay competitive in an increasingly AI-driven world.
Who can benefit
Startups
Visionary founders looking to achieve product-market fit faster. We help startups validate AI-powered ideas early and build only what users need, de-risking innovation. Our AI for product-market fit approach means using data insights and rapid prototyping to align the product with market demand from day one.
Scale-ups & SMEs
Growing companies that need to optimize operations or personalize customer experiences using data. We design machine learning solutions (predictive analytics, recommendations, etc.) that help mid-size businesses streamline workflows, reduce costs, and gain a competitive edge, no matter their industry.
Large Enterprises
We enable corporations to innovate with startup agility: for example, integrating AI agents into enterprise workflows or building data lakes for advanced analytics. Our cross-functional teams ensure enterprise-grade quality, security, and compliance, so even heavily regulated industries can confidently adopt AI.
LET'S TALK
From insight to impact. Let’s bring your data to life through smart, scalable AI.
Committed to delivering business value through Data & AI
Our process starts with a Discovery and Audit phase, where we assess existing data sources, infrastructure, and business goals. We then design modern, cloud-native architectures that integrate data from diverse sources, ensuring it is high-quality, unified, and analytics-ready.
Comprehensive data mapping and integration
Design and development of batch or real-time ETL/ELT pipelines
Cloud data warehouse/lake setup using AWS, GCP, or Azure
Implementation of data validation, quality checks, and monitoring
Data governance and compliance (GDPR, HIPAA)
Automation, CI/CD deployment, and documentation
We validate pipelines early with real data, ensuring usability and performance before scaling, laying the foundation for trustworthy analytics and AI.
Our Agentic AI process follows a four-phase framework and reflects our expertise as a trusted agentic AI development firm:
Discover: We co-define the agent’s role, responsibilities, persona, and KPIs. We analyze knowledge sources and map technical feasibility. A validation roadmap and agent architecture are established.
Validate: We build a functional PoC using frameworks like LangChain and RAG (Retrieval-Augmented Generation), integrating custom knowledge bases and user interactions. We apply human-in-the-loop testing, feedback iteration, and early success metric tracking to ensure the agent delivers expected value.
Scale: We productize the AI agent — including full UI integration, system connectivity (e.g., APIs, databases), performance optimization, security layers, and ethical guardrails. Staged deployment (Alpha/Beta) ensures scalability and compliance with standards like GDPR or HIPAA.
Iterate: We continuously refine the agent based on live data, user feedback, and evolving business needs. This includes model fine-tuning, feedback loop automation, and advanced performance dashboards.
Whether you need a machine learning solution in Germany, predictive analytics for a US fintech app, or an AI-powered personalization engine, our process ensures maximum impact:
Business framing & dataset strategy: Together, we define a high-value use case (e.g., churn prediction, recommendation, segmentation) and identify usable data.
Exploratory Data Analysis (EDA): We clean and process data, engineer relevant features, and assess viability.
Model development: We select the right ML techniques (e.g., classification, regression, clustering, deep learning) and train models using libraries like TensorFlow, PyTorch, or scikit-learn.
Evaluation & validation: We track precision, recall, F1-score, and business KPIs. All models go through qualitative review with stakeholders to confirm usability and relevance.
Deployment: Models are containerized and served via APIs or embedded directly in your app. We set up ML Ops pipelines, monitoring, and retraining schedules.
Continuous improvement: We monitor for model drift, refresh datasets, and continuously fine-tune to maintain accuracy.
EXPLORE OUR RESOURCES FOR DATA & AI
View moreWHY CHOOSE LINNIFY
CASE STUDY
Bringing AI Tutors to life for children everywhere
Readability is a U.S.-based EdTech platform designed to help children aged 3 to 7 improve their reading skills through an interactive, AI-powered tutor.
PROBLEM
SOLUTION

RESULTS
Trusted by more than hundreds of thousands of families across the U.S.
3.25 million books read and 15.5 million reading minutes by children around the world
FREQUENTLY ASKED QUESTIONS
Ready to build
your next digital product?
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