AI & Machine Learning Services We Offer in Chandigarh
Chandigarh-based teams ship the same calibre of AI engineering that Bengaluru and Hyderabad consultancies sell at three times the rate, and we are direct about that price-to-quality positioning. Our AI and ML services cover retrieval-augmented generation (RAG) systems on OpenAI, Anthropic, Cohere, and self-hosted Llama 3, Mistral, and Qwen for clients that need to keep weights and inference inside India; fine-tuned models on customer data using LoRA, QLoRA, and full fine-tuning when warranted; classical ML for credit scoring, claims triage, and demand forecasting using XGBoost, LightGBM, and scikit-learn where explainability beats raw accuracy; computer vision pipelines on YOLO, Detectron2, and CLIP for retail, manufacturing, and agritech; speech and OCR for the multilingual realities of Indian customer support; and MLOps platforms on MLflow, Weights and Biases, and SageMaker that survive the handover from us to your in-house team.
Our AI & Machine Learning Development Process
Discovery runs as a structured two to three week engagement, ideally with an on-site kickoff at our Tricity office or your premises in Delhi NCR, Mumbai, Bengaluru, or Hyderabad. We map the business problem, the available data, the regulatory surface (DPDPA, RBI, IRDAI, MeitY, IndiaAI), the target deployment posture (cloud, on-prem, air-gapped), and the success metrics in plain language. Build sprints are two weeks on India Standard Time with a 9:30 to 11:30 IST morning overlap window for North American clients, a 7:00 to 9:00 IST window for Australia and East Asia, and a generous 2:00 to 6:00 IST afternoon window for Europe, Middle East, and East Africa. Every sprint produces shippable code, an updated experiment log, and a metrics delta against the previous baseline. Deployment includes a model card, a DPDPA-aligned data flow document, drift and bias monitoring, and a runbook your team can operate without us.
AI Opportunity Assessment
1-2 WeeksWe audit your data, workflows, and business goals to identify the highest-impact AI use cases and evaluate technical feasibility.
Data Engineering & Preparation
2-4 WeeksWe clean, label, and structure your data for model training. This includes building data pipelines, feature engineering, and establishing data quality benchmarks.
Model Development & Training
4-8 WeeksOur ML engineers build, train, and fine-tune models using state-of-the-art techniques. We run experiments, optimize hyperparameters, and validate results.
Integration & Testing
2-4 WeeksWe integrate the AI model into your existing systems via APIs, build monitoring dashboards, and conduct thorough testing with real-world data.
Deployment & MLOps
1-2 WeeksProduction deployment with automated retraining pipelines, model versioning, drift detection, and performance monitoring for continuous improvement.
Technologies We Use for AI & Machine Learning
For India-resident workloads we default to AWS Asia Pacific (Mumbai) ap-south-1, GCP asia-south1 (Mumbai) or asia-south2 (Delhi), and Azure Central India (Pune) or South India (Chennai) for storage, training, and inference. Frontier model APIs (OpenAI, Anthropic, Cohere) are consumed through Azure OpenAI Mumbai or AWS Bedrock when residency permits, and self-hosted Llama 3, Mistral, or Qwen run on A100, H100, or L40S instances when DPDPA scope or RBI guidance demands inference inside India. Classical ML on XGBoost, LightGBM, scikit-learn, and PyTorch. Experiment tracking on MLflow or Weights and Biases. Feature stores on Feast or Tecton for production workloads. Orchestration on Airflow, Prefect, or Dagster. Vector databases: Pinecone, Weaviate, Qdrant self-hosted, or pgvector on Postgres for early-stage budgets. Explainability via SHAP, LIME, and Captum, packaged into model cards aligned with NITI Aayog Responsible AI principles and the IndiaAI Mission posture.
What Chandigarh Clients Say About Us
Real feedback from businesses we have partnered with on ai & machine learning projects.
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