Insights for organizations building practical AI systems
PM InnoSoft perspectives on discovery, workflow automation, computer vision, face recognition, document OCR, factory AI, dashboards, integrations, and web/mobile applications.
Articles and system planning guides for business
Read articles by project topic, from AI and document OCR to dashboards, integration, and production-ready system design.
Beyond Sampling: How to Start Computer-Vision QC Without It Failing
Sep 09, 2026Vision-based inspection projects fail for a short list of recurring reasons, almost never because the model was not good enough. Here is what actually goes wrong and a safe order of operations.
Read articleCalculating Document-Automation ROI Without Fooling Yourself
Sep 09, 2026A guide to checking assumptions, costs, and measurement in an ROI model using engagement-specific evidence rather than generic benchmarks.
Read articleWhy 95% OCR Accuracy Is Not Enough for Accounting Work
Sep 09, 2026The accuracy number a vendor quotes and what an accounting team experiences at month-end close are different things. This explains why, and what to ask instead.
Read articleFace-Scan Attendance: Technical Inputs for Legal and DPO Review
Sep 09, 2026A technical fact-finding guide for biometric systems, designed to give an organization's legal and data-responsibility teams reliable inputs for their review.
Read article