2025
Twelve agents that write workflows
One of India’s largest dealer management networks
Workflow creation went from 4 to 8 hours down to 2 minutes, and error rates from 30 to 40% down to under 10%.
Six workflow agents and five UI agents, from schema analysis to payload assembly, generate production workflow JSON of 500 to 2,000 lines and UI form configs from plain English, across 118+ task types, with handoffs and validated structured output.
Multi-agent orchestration, structured outputs, Azure AI Foundry
2025
Defect analytics that refuses plausible wrong answers
A global electronics manufacturer
Found a hidden join fan-out that inflated every test event 3.5x, rebuilt the grain, and compressed 1.53M rows to 145K with no loss of detail.
A medallion warehouse in Postgres with a governed semantic layer for NL2SQL. Known traps like cross-grain aggregation are hard constraints on the agent. The dashboard is a zero-backend React app querying Parquet in the browser via WebAssembly, deployable air-gapped.
Postgres, DuckDB, Parquet, React 19, WebAssembly, Docker
2025
NL2SQL across a six-tier dealer hierarchy
The same dealer management network
Natural-language analytics over 65,000+ job cards per dealer per month, with row-level security at every tier.
Medallion architecture on OneLake joining 23+ source tables from MySQL, SAP and REST APIs, queried through a Fabric Data Agent.
Microsoft Fabric, OneLake, Fabric Data Agent, Azure AI Foundry
- 2024 to 2025Enterprise RAG over technical documentation for a global industrial valve maker, with custom table extraction and full observability.
- 2024Agents that read Excel financial models and generate investor-ready PowerPoint reports for a real estate firm.
- 2023 to 2024Llama 3 fine-tuned on cement and sustainability data, plus GraphRAG over Neo4j, in production for process optimisation.
- 2023 to 2024Multilingual converter for work instructions into Indian languages, used by 7,000+ people across a manufacturing site.