8 tracked signals on customer-experience.
The best AI agents are simpler than you think
LangChain · Jun 18, 2026
Sierra builds customer-engagement agents using many parallel models per turn and isolated PCI infrastructure for payments.
“We have isolated infrastructure where payment info doesn't go to an external large language model cuz none of the LLM providers are PCI certified in that way.”
Observing And Testing CX Agents | Interrupt 26
LangChain · Jun 10, 2026
Cisco built an agentic feedback loop turning production thumbs-down signals into merged PR fixes with human oversight.
“every thumbs up is a lead. Every trace with an error is a potential regression. And every confused user is a description of a gap that needs to be addressed.”
CCW 2026: United Airlines raises the bar for CX with Multimodal Agentic Automation
AWS (re:Invent) · Jul 28, 2026
Amazon acquired conversational AI firm Anodot, now part of Amazon Connect, as United Airlines deploys multimodal agentic automation for CX
“the ability our ability to speak to computers and be understood contextually and semantically has never been more capable than it is today”
Building Frontier CX Agents | Interrupt 26
LangChain · Jun 03, 2026
Cisco built agentic systems to manage its $60B+ recurring-revenue customer-experience business and shares lessons learned.
“their mission in life is to maximize the value of the investment that someone did in Cisco”
Voice Agents are here. Context turns them into real customer value.
Databricks Blog · Oct 28, 2026
Databricks argues context-enriched voice agents are ready to deliver real enterprise customer value.
CCW 2026: AI Can't Personalize What It Can't See: Turning Scattered Data into Anticipatory CX
AWS (re:Invent) · Jul 28, 2026
AI commoditizes app-building so fast that companies must identify true differentiation or face disruption
“What are you building today that's differentiating that some startup with an army of AI agents couldn't just easily disrupt?”
Orchestrate omnichannel AI agents with Foundry and Twilio | DEMSP393
Microsoft Developer (Build) · Jun 03, 2026
Twilio and Azure AI Foundry integrate to build omnichannel AI agents with persistent cross-channel memory.
“56% of leaders say they're getting nothing out of AI”
CCW 2026: Dominion Energy’s AI-Powered Transformation with Amazon Connect Customer
AWS (re:Invent) · Jul 28, 2026
Dominion Energy deployed agentic AI via Amazon Connect serving 2.8 million customers in production.
“we're going to talk about AI and how it's transforming customer experiences not in theory in production at scale”