Below is a pragmatic, build-ready map of AI APIs by capability, with selection tips, integration patterns, and a 30–60–90 day plan. Focus on evidence‑grounded outputs, predictable latency/cost, and governance from day one. How to choose AI APIs (fast checklist) Core categories and strong options to shortlist Reference integration patterns Observability and SLOs you should implement … Read more
Manufacturing leaders are standardizing on a hybrid architecture: reliable, real‑time control at the edge and a multi‑tenant SaaS control plane for visibility, optimization, and continuous improvement across sites. Platforms ingest IIoT/PLC/SCADA data, unify it with MES/ERP/QMS, and power closed‑loop use cases—predictive quality, constraint‑aware scheduling, energy optimization, autonomous maintenance, and traceability—governed for security, sovereignty, and audit. … Read more
Robots deliver value when they operate as coordinated fleets—not isolated pilots. SaaS provides the control plane to manage heterogeneous robots at scale: onboarding and identity, mission scheduling, traffic/orchestration, health monitoring, OTA updates, data governance, safety and compliance, and integrations with WMS/MES/ERP. The winning pattern is hybrid: reliable, safety‑critical autonomy at the edge, with cloud services … Read more