From POC to Production: Shipping AI Features
From POC to production: why AI demos stall, a four-gate sequence for shipping AI features safely, and the signals that mean you should kill the project instead.
Aug 14, 2026 · 7 min read
Team
Eddy Tools Team
Editorial team
The Eddy Tools team writes about AI agents, AI SaaS, Industry 4.0 and growth: practical notes from building AI systems for business development.
- AI agents
- AI SaaS development
- Industry 4.0
- Growth strategy
76 articles
Building Operator Dashboards for AI Systems
Operator dashboards for AI systems: the four signal layers to instrument, what belongs on the screen, and the anti-patterns that turn a dashboard into wallpaper.
Aug 10, 2026 · 7 min read
AI Guardrails and Human-in-the-Loop Design
AI guardrails explained: a three-layer design for production AI agents — scope permissions, validate actions, and route the decisions that need a person.
Aug 7, 2026 · 7 min read
Predictive Maintenance with AI Agents
Predictive maintenance with AI agents: what the agent layer actually adds, a three-step build sequence, an illustrative rollout, and when a workflow fix wins.
Aug 4, 2026 · 7 min read
AI-Powered Quality Control in Manufacturing
AI-powered quality control in manufacturing: what it changes, the three applications that pay for themselves, an illustrative pilot, and when not to build it.
Aug 3, 2026 · 7 min read
Digital Twin Technology for Manufacturing
Digital twin technology for manufacturing explained: what a twin really is, a three-step build approach, an illustrative example, and when not to build one.
Jul 31, 2026 · 7 min read
Industry 4.0 Smart Factory Automation Guide
A practical smart factory automation guide: how to scope a first phase, the four layers to build in order, and when a simpler control fix wins instead.
Jul 30, 2026 · 7 min read
LLM Ops and Production AI Pipelines
LLMOps guide — move an LLM feature from proof of concept to a reliable, cost-controlled production AI pipeline with retrieval, evaluation, and monitoring.
Jul 29, 2026 · 8 min read
AI Infrastructure Setup for Startups
AI infrastructure for startups explained: a lean five-layer stack — model access, retrieval, orchestration, observability, and security — you can ship on.
Jul 28, 2026 · 8 min read
Micro SaaS Ideas Powered by AI Agents
Ten micro SaaS ideas powered by AI agents, plus how to choose one, when to use an agent vs plain automation, and the risks worth managing.
Jul 27, 2026 · 7 min read
How to Deploy AI Agents Safely in Enterprise
Learn how to deploy AI agents safely in enterprise — a practical framework covering scoping, least-privilege permissions, human-in-the-loop, evaluation, and monitoring.
Jul 24, 2026 · 8 min read
AI Agent Orchestration Explained
AI agent orchestration coordinates multiple agents, tools, and checks so multi-step AI work runs reliably in production. Patterns, governance, and trade-offs.
Jul 23, 2026 · 7 min read