YOLO detectors, OCR, and multi-camera pipelines deployed at production scale · Drishti, Garbha and WDD all run on this stack.
Per-block ensembles for demand, price and time-series · including GMR Power Trading's 96-block MCP forecasting on the IEX Day-Ahead Market.
RAG pipelines, domain-grounded chatbots, and content generation systems built on enterprise data with citations and guardrails.
Workflow agents and SLA monitoring that act autonomously on enterprise systems · built with explicit tool-use, audit trails and human handoffs.
Airflow, MLflow, Feast and FastAPI · the production plumbing that lets every AiSPRY model ship to production and stay there.
Roadmap, readiness assessments and advisory engagements · turning ambiguous AI ambitions into a sequenced, fundable plan.
India's pioneering AI for embryo quality prediction. Winner of the 32nd HYSEA National Summit & Awards 2025.
Turns standard vehicle imagery into a road-safety audit. Detects potholes, surface damage, and missing infrastructure across 8+ asset types.
Six-camera YOLOv11 + PaddleOCR pipeline that inspects freight wagons as trains pass — turning 5–8 hrs of manual inspection into under 2 hrs.
Per-block ensemble model — XGBoost + LightGBM + Lag-96, trained per block — forecasting next-day MCP across all 96 blocks of the IEX DAM.
AiSPRY's first-of-its-kind AI/ML engagement with the National Centre for Statistics & Information of the Sultanate of Oman, with ODP Oman.
Blog
Engineering write-ups, evaluation playbooks, and post-mortems from real engagements.
April 22, 2026
A pragmatic evaluation framework for production LLM agents — beyond accuracy: groundedness, cost, latency, refusal quality, and incident response.