Founder, Kamna Ventures — building vertical AI ventures including Aginera and InduQT.
CAD-to-BOM automation is one of the highest-ROI workflows for industrial manufacturers—yet most teams abandon their first attempt after hitting the same 5 failure points. This… Read More »CAD-to-BOM Automation: Where Industrial Teams Get Stuck (and How to Fix It)
Most of the value in a CAD or BIM model is not in the visual geometry—it’s in the metadata: part numbers, materials, quantities, classifications, and… Read More »Extracting Metadata from CAD and BIM Models: Practical Patterns for AI Pipelines
Azure AI Foundry (formerly Azure AI Studio) is Microsoft’s platform for building enterprise-grade AI applications. But “enterprise-grade” means different things at the prototype stage vs.… Read More »Microsoft Azure AI Foundry Architecture for Agentic Apps: RAG, Tools, and Evaluation
When you’re deploying agentic AI services on Azure, you’ll hit the Container Apps vs AKS decision early. Both containerize your agents. Both scale. But they… Read More »Azure Container Apps vs AKS for Agentic AI: What Industrial SMEs Should Choose
Learn a proven architecture for real-time vision AI: fast inference for live decisions, plus near-real-time autocorrect using transfer learning from operator feedback—ideal for manufacturing inspection,… Read More »Real-Time Vision AI That Improves Itself: A Practical Pattern for Industrial Inspection and Medical Imaging
Computer vision for manufacturing is more than algorithms. It’s cameras, lighting, integration, and workflows. When you engage a consultant, you’re not just buying a model… Read More »Computer Vision Consulting for Manufacturing: What to Expect
Most AI pilots never reach production. Industry estimates suggest that 80% of proof-of-concepts stall — not because the technology fails, but because the path from… Read More »AI Transformation Roadmap for Manufacturing: From Pilot to Production
If you’re leading a small or mid-size manufacturing company, you’ve probably heard the buzz about AI — and wondered how it applies to you. Enterprise… Read More »What Is an AI Incubation Lab? A Practical Guide for SME Leaders
Engineering change review is a bottleneck in manufacturing. Every time a drawing is revised — a dimension updated, a material changed, a note added —… Read More »Redlines, Revisions, and Change Detection: Automating Engineering Review
Request-for-quote (RFQ) processing is a bottleneck in manufacturing. Engineers and procurement teams spend hours reading PDFs, extracting part numbers, dimensions, materials, and quantities, then manually… Read More »Automate RFQ to BOM Extraction from PDFs and CAD Files