Close-up of an orange circuit board with components
Custom AI development

AI built exactly for you

Custom AI development from Agility produces bespoke machine learning systems built to your exact specifications, not adapted templates.

AI projects delivered
200+
Weeks to production
4 to 10 wks
Demos during the build
Weekly
Junior devs on your project
0

The short answer

What does custom AI development cover?

Engagements cover predictive models (churn prediction, demand forecasting, fraud detection), computer vision pipelines (defect detection, document classification, image search), NLP applications (entity extraction, sentiment analysis, contract review), and LLM-powered products (chatbots, agents, recommendation engines). Every system is built in Python, trained on your data, deployed to your infrastructure on AWS, Azure or GCP, and fully documented for internal ownership.

See our case studies, or view all AI implementation services.

How a project runs

Fixed before you commit

Implementation runs 4 to 10 weeks depending on data readiness and integration complexity. The project starts with a scoped data assessment before any build begins, so timelines and costs are fixed before you commit.

We have delivered 200+ custom AI systems across finance, healthcare, FMCG, maritime, and retail. In our manufacturing forecasting project, the model reached 88% prediction accuracy in targeted demand scenarios.

How a custom AI build runs

To production, depending on data readiness and integrations
4 to 10 weeks
Demos during the build
Weekly
Deployed to your own infrastructure, built in Python
AWS, Azure, GCP
Prediction accuracy in our manufacturing forecasting project
88%

What we build

What we build

From standalone ML models to full AI-powered products, built for production from day one.

AI-powered SaaS products

Full-stack AI products from idea to launch: LLM backends, vector search, multi-tenant architecture, billing.

  • Document intelligence platforms
  • AI writing assistants
  • Automated research tools
  • Personalisation engines

Predictive ML models

Custom machine learning models trained on your data: churn prediction, demand forecasting, fraud detection.

  • Churn and LTV prediction
  • Demand forecasting
  • Fraud and anomaly detection
  • Price optimisation

AI process automation

Workflow automation powered by AI: document processing, data extraction, decision engines.

  • Invoice and contract extraction
  • Automated compliance checks
  • Intelligent routing systems
  • AI approval workflows

Computer vision systems

Image and video AI: quality inspection, object detection, OCR, and visual analytics at scale.

  • Manufacturing quality control
  • Retail shelf analysis
  • Medical image analysis
  • Document scanning and OCR

AI data platforms

The data infrastructure that powers your AI: feature stores, ML pipelines, real-time serving.

  • Feature engineering pipelines
  • Model serving APIs
  • Real-time prediction endpoints
  • A/B testing infrastructure

AI integration and APIs

AI capabilities embedded into your existing products via clean, well-documented APIs and SDKs.

  • REST and GraphQL AI APIs
  • Webhook-driven AI pipelines
  • SDK development
  • AI microservices

Case studies

Custom AI in production

See all case studies

Heart disease risk prediction

Healthcare

A predictive platform for a regional health network: 85% accuracy predicting heart disease risk up to 30 days ahead, 20% fewer cardiac readmissions and risk scores in under 2 minutes.

Payment processing automation

Payments

Payment automation for a Caribbean food delivery platform paying 1000+ delivery partners: each payment cycle cut from 3 days to 30 minutes, with 99.8% payment accuracy.

Demand forecasting

Manufacturing

A custom forecasting engine for a manufacturer: 88% prediction accuracy in targeted demand scenarios, 40% lower safety stock and 35% lower inventory carrying costs.

Capabilities

Full AI capability stack

We cover the full breadth of modern AI and ML, not just LLMs.

  • Large Language Models (GPT-4, Claude, Llama)
  • Machine Learning (scikit-learn, XGBoost, LightGBM)
  • Deep Learning (PyTorch, TensorFlow, Keras)
  • Computer Vision (YOLO, Detectron2, custom CNNs)
  • NLP and Text Analytics
  • Time Series Forecasting
  • Reinforcement Learning
  • Recommendation Systems
  • Anomaly Detection
  • RAG and Vector Search
  • MLOps and Model Monitoring
  • Edge AI and Model Compression

Process

How we build your AI

  1. 013 to 5 days

    Problem definition

    We define the exact AI problem, success metrics, and data requirements with you before writing a line of code.

  2. 021 week

    Architecture design

    Technology selection, data pipeline design, model architecture, and integration plan, all documented before the build starts.

  3. 033 to 8 weeks

    Build, train and evaluate

    Agile development with weekly demos. Model training, evaluation, and iteration until accuracy targets are met.

  4. 041 to 2 weeks

    Deploy and hand over

    Production deployment with monitoring, documentation, and optional ongoing support or team training.

Have an AI problem? Let's solve it.

No discovery calls that go nowhere. We'll review your use case, tell you if it's viable, scope it, and start building.

Keep exploring

Explore related AI services

The rest of Agility's AI engineering and consulting services.

Hire AI Developers

Senior, pre-vetted ML, LLM, data and MLOps engineers. Dedicated teams or staff augmentation.

Generative AI Consulting

RAG pipelines, AI agents and LLM integration, from strategy through to production.

LLM Development Services

Fine-tuning, RAG and private LLM deployment on your data.

AI Consulting India

Global AI delivery from our India hubs.

AI Consulting Ahmedabad

Local AI expertise in Ahmedabad, Gujarat.

AI Consulting USA

AI consulting and delivery for US enterprises.

AI Consulting for Healthcare

Clinical decision support, medical document AI, and HIPAA-compliant ML for health systems.

AI Consulting for Insurance

Claims automation, fraud detection, and underwriting AI for P&C, life, and health insurers.

AI Consulting for Logistics

Route optimization, demand forecasting, and warehouse AI for supply chain operators.