Intelligence

AI / ML Solutions

We design, train, and deploy custom machine learning models that solve real business problems — from prototype to production, with full MLOps support so your models keep improving over time.

Everything included

Our AI/ML engagements are end-to-end — we handle every step from raw data to a model serving predictions in production. No hand-offs, no gaps.

  • Custom model design and architecture selection
  • Data collection, cleaning, and feature engineering
  • Supervised, unsupervised, and reinforcement learning
  • Computer vision (detection, classification, segmentation)
  • Natural language processing and text analytics
  • Time-series forecasting and anomaly detection
  • Model evaluation, testing, and validation
  • MLOps: CI/CD pipelines, monitoring, and model versioning
  • REST / gRPC API serving for model inference
  • Cloud deployment (AWS SageMaker, GCP Vertex, Azure ML)

Tech Stack

PythonPyTorchTensorFlowScikit-learnHugging FaceMLflowRayONNXDockerKubernetesFastAPIAWS SageMaker

Typical Timeline

  • Week 1–2Discovery, data audit, architecture design
  • Week 3–6Model development and iterative training
  • Week 7–8Evaluation, hardening, and API wrapping
  • Week 9+Production deployment and MLOps setup

Real-world use cases

Industries we've served and problems we've solved with custom ML.

🔧

Predictive Maintenance

ML models that predict equipment failures before they happen, saving manufacturers millions in downtime.

🛡️

Fraud Detection

Real-time anomaly detection for fintech platforms — flag suspicious transactions in milliseconds.

📈

Demand Forecasting

Accurate demand prediction for retail and supply chains, reducing inventory waste and stockouts.

📄

Document Intelligence

Extract structured data from unstructured documents — invoices, contracts, medical records.

👁️

Image Quality Control

Computer vision systems for manufacturing QA that catch defects faster and more accurately than humans.

🎯

Customer Churn Prediction

Identify at-risk customers before they leave and trigger personalised retention campaigns automatically.

Ready to put AI to work?

Let's talk about your data, your goals, and the model architecture that will get you there fastest.