Machine Learning Development Services | Custom ML Models & MLOps
Stop guessing — predict.
ENQCODE builds custom machine learning models that ship into production: forecasting, classification, recommendation, anomaly detection, churn and fraud prediction, and ranking. We cover the full lifecycle — data engineering, feature engineering, training, evaluation, deployment, monitoring — using scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow, and modern MLOps stacks.
We build custom models tuned to your data and your business problem — forecasting (time series, demand, capacity), classification (churn, fraud, lead scoring), recommendation systems, ranking and search, anomaly detection, and propensity models. Each model is delivered with a clear evaluation report and a path to production, not a notebook.
Turn historical data into a forward-looking advantage. We build predictive models that forecast revenue, demand, churn risk, customer lifetime value, fraud probability, and inventory needs — embedded into the dashboards and workflows your team already uses.
Boost engagement and revenue with personalized recommendations: collaborative filtering, content-based ranking, hybrid models, two-tower retrieval, and re-ranking with learning-to-rank or neural models. We also handle cold start, A/B testing, and feedback loops so the system keeps improving with usage.
Object detection, classification, segmentation, OCR, and visual search built on YOLO, Detectron2, Segment Anything, and custom architectures. Trained on your data, deployed on cloud or edge, and integrated into your product or back office for quality control, document automation, or visual search.
When you need a small, fast, deterministic model — not a giant LLM — we train custom NLP models for classification, NER, sentiment, intent, summarization, and document understanding. Often 10–100x cheaper than calling an LLM, and far easier to keep stable.
We deliver models with the operational scaffolding they need to last: training pipelines (Airflow, Prefect, Kubeflow), feature stores (Feast, Tecton), model registries (MLflow, SageMaker), monitoring (Evidently, Arize, WhyLabs), and CI/CD for retraining. Drift detection and automated rollback included.
Discovery
When you come to us with your idea, we start by analyzing your requirements, goals, and the feasibility of the project. This step helps both sides: you polish your idea and clarify demands while we understand your business and estimate the project’s timeline and costs.
Data Exploration
Our AI engineers run exploratory data analysis on your existing datasets and infrastructure to confirm there is enough signal for the project. We clean the data, identify gaps, and design how to use it as efficiently as possible before any model work begins.
Development
For larger projects we start with a small-scale prototype to validate that the final model will work in practice. Once the concept is proven we move to full-scale development in two-week sprints with daily updates and a weekly call to share progress.
Testing & QA
Our QA specialists run a wide range of tests — accuracy, latency, edge cases, prompt-injection and hallucination checks for LLM-based features — to make sure the final model behaves reliably. Anything that needs fixing gets resolved before deployment.
Deployment
We integrate the AI solution into your infrastructure with proper observability, cost monitoring, and guardrails. You start using it in production and can immediately measure the impact on the parts of your business it touches.
Monitoring & Support
AI models drift as data shifts, so deployment is not the end. ENQCODE provides ongoing monitoring for accuracy, cost, latency, and safety — plus retraining and updates as needed — so the system keeps performing long after launch.
We deliver next-gen software, web, and AI-driven solutions across multiple sectors, helping organizations innovate, automate, and grow digitally.
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Committed to Excellence
Got a great idea or a problem to solve? We are all ears! Share your thoughts with us, and we will explore ways to help you win. Let's start a conversation.
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Quality solutions, on-time delivery, post-launch support.
