--- title: "Gyan Solutions (@gyansolutions) | Hashnode" description: "Operational Systems Built Around Real Business Workflows. Read the latest articles by Gyan Solutions on Hashnode." url: "https://hashnode.com/@gyansolutions" --- @gyansolutions # Gyan Solutions @gyansolutions · 607 Shelby St, Suite 700, Detroit, MI 48226, United States · Joined May 2025 Operational Systems Built Around Real Business Workflows [Website](https://www.gyan.solutions/) ### [AI Should Not Make the Supply Decision: Designing Human-in-the-Loop Exception Management for Pharma Supply Chains](https://gyansolutions.hashnode.dev/ai-should-not-make-the-supply-decision-designing-human-in-the-loop-exception-management-for-pharma-supply-chains?utm_source=hashnode&utm_medium=feed) A practical architecture for using AI to detect, organize, and explain supply-chain exceptions while keeping critical decisions under human control. 8 min read · [gyansolutions.hashnode.dev](https://gyansolutions.hashnode.dev/ai-should-not-make-the-supply-decision-designing-human-in-the-loop-exception-management-for-pharma-supply-chains?utm_source=hashnode&utm_medium=feed) [Aug 20](https://hashnode.com/posts/ai-should-not-make-the-supply-decision-designing-human-in-the-loop-exception-management-for-pharma-supply-chains/6a86c95c1e12d91fc7bebf25) ### [Building Healthcare Voice AI That Knows Its Own Limits](https://gyansolutions.hashnode.dev/healthcare-voice-ai-architecture-human-controlled-assistant?utm_source=hashnode&utm_medium=feed) A workflow-orchestrator approach to healthcare voice AI intent routing, state modeling, policy-first escalation, and the integration boundaries that keep clinical decisions with people. 8 min read · [gyansolutions.hashnode.dev](https://gyansolutions.hashnode.dev/healthcare-voice-ai-architecture-human-controlled-assistant?utm_source=hashnode&utm_medium=feed) [Aug 3](https://hashnode.com/posts/healthcare-voice-ai-architecture-human-controlled-assistant/6a705f4e6d45d7655f756ab0) ### [Building Web Systems That Actually Scale: A Detroit Case Study on CRM Integration, ERP Architecture, and Operational Alignment](https://gyansolutions.hashnode.dev/building-web-systems-that-actually-scale-a-detroit-case-study-on-crm-integration-erp-architecture-and-operational-alignment?utm_source=hashnode&utm_medium=feed) Explore scalable web architecture, CRM integration, ERP systems, and operational alignment for Detroit businesses. 12 min read · [gyansolutions.hashnode.dev](https://gyansolutions.hashnode.dev/building-web-systems-that-actually-scale-a-detroit-case-study-on-crm-integration-erp-architecture-and-operational-alignment?utm_source=hashnode&utm_medium=feed) [May 12](https://hashnode.com/posts/building-web-systems-that-actually-scale-a-detroit-case-study-on-crm-integration-erp-architecture-and-operational-alignment/6a02d78c937b84f7792cf594) ### [Why Pharmaceutical Planning Systems Generate Data Nobody Trusts](https://gyansolutions.hashnode.dev/why-pharmaceutical-planning-systems-generate-data-nobody-trusts?utm_source=hashnode&utm_medium=feed) How a $12M visibility platform became the most ignored system in the building 5 min read · [gyansolutions.hashnode.dev](https://gyansolutions.hashnode.dev/why-pharmaceutical-planning-systems-generate-data-nobody-trusts?utm_source=hashnode&utm_medium=feed) [Feb 9](https://hashnode.com/posts/why-pharmaceutical-planning-systems-generate-data-nobody-trusts/6989b31e50b0613f839b69bb) ### [When Automation Makes Work Faster and Operations Slower](https://gyansolutions.hashnode.dev/when-automation-makes-work-faster-and-operations-slower?utm_source=hashnode&utm_medium=feed) Behind the Speed: Understanding the Increased Behind-the-Scenes Effort of Automated Workflows 6 min read · [gyansolutions.hashnode.dev](https://gyansolutions.hashnode.dev/when-automation-makes-work-faster-and-operations-slower?utm_source=hashnode&utm_medium=feed) [Jan 5](https://hashnode.com/posts/when-automation-makes-work-faster-and-operations-slower/695b8494465ad3944cc8b927)