AI TechnologyEnterprise
The Rise of AI Middleware
AI middleware is becoming the layer that connects models, systems, and workflows so enterprise AI can move from simple replies to real operational execution.
May 21, 2026 · Lifan Xu · 6 min read
Latest Insights
Articles, industry benchmarks, technology deep dives and customer stories on AI-powered business automation.
Customer SupportAI Technology
How to Measure the True ROI of Agentic AI in Customer Service
Learn how to measure the real ROI of agentic AI using resolution quality, customer experience, agent workload, and business outcomes instead of ticket volume alone.
May 18, 2026 · Alex Gomez · 5 min read
AI TechnologyCustomer Support
Proactive AI vs Reactive AI: What Makes Them Different?
Compare proactive AI and reactive AI, when each model makes sense, and why modern teams often need both working together.
May 15, 2026 · Rob Jiang · 4 min read
Customer SupportAI Technology
Upskilling Agents With Agentic AI: When Your Support Team Learns From the AI Co-Agent
See how agentic AI helps support teams learn faster, handle rare cases better, and improve judgment through human-AI collaboration.
May 12, 2026 · M.W. · 5 min read
Customer SupportAI Technology
Proactive Escalation: The AI-to-Human Handoff
The AI-to-human handoff is a design decision, not a fallback. The four trigger categories, cold transfer vs warm transfer, the five fields that must travel with the customer, the ticket classes that should never be attempted, and the five post-handoff metrics to read instead of the escalation rate alone.
May 10, 2026 · Rob Jiang · 12 min read
AI TechnologyInsight
Explaining Context-Aware AI Reasoning: How Agentic AI Works
A practical explanation of context-aware AI reasoning, including how memory, business context, and connected systems improve support automation.
May 08, 2026 · Lifan Xu · 5 min read
AI TechnologyCustomer Support
AI Handling Nuanced Queries: 6 Practical Examples
Six practical examples showing how AI handles nuanced customer queries involving ambiguity, emotion, policy interpretation, and multiple intents.
May 05, 2026 · Rob Jiang · 5 min read
Customer SupportAI Technology
Zendesk AI vs Aissist vs Intercom Fin: Which Customer Support AI Actually Gets Work Done?
Compare Zendesk AI, Aissist, and Intercom Fin to see which customer support AI actually resolves complex support work instead of only assisting agents.
Apr 20, 2026 · Rob Jiang · 4 min read
Customer SupportAI Technology
Why the Best AI Customer Support Platforms Struggle with Complex Customer Inquiries
Learn why even the best AI customer support platforms struggle with complex customer inquiries, and what agentic AI does differently.
Apr 17, 2026 · Rob Jiang · 4 min read