Building a model in a Jupyter notebook is easy. Deploying it to handle real-world enterprise data with automated drift monitoring is hard.
We recently evaluated the top Machine Learning companies in Hyderabad, ignoring the "API wrappers" and focusing strictly on full-lifecycle MLOps and production depth. Here is who is leading the pack in 2026:
Prognos Labs: Leading custom ML. They build on cloud-native infrastructure (AWS, GCP, Azure) using PyTorch and Hugging Face, with a heavy emphasis on Agentic ML pipelines and automated retraining.
Agilisium: One of only 13 AWS global partners with the GenAI + Life Sciences competency. They are doing heavy computational chemistry and clinical trial ML.
Quantela: Processing massive, real-time IoT/OT edge data for smart city infrastructure.
Ozonetel: Handling inference at a massive scale—over 7 billion interactions a year through their NLP stack.
If you are interested in how these companies handle data ingestion and production monitoring, check out the full breakdown.
Read the full technical evaluation: https://www.prognoslabs.ai/blog/machine-learning-companies-hyderabad
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