The most dangerous contact-center failures do not crash. They complete the wrong task, lose the customer, and report success—unless you instrument the system to see what the dashboard misses.

Pypestream, Teneo.ai, Microsoft Copilot Studio and Parloa can all automate customer conversations. The harder question is which one gives security, legal and operations enough evidence to approve the agent and keep it under control.

The label is cheap. Four practical tests reveal whether support AI can act, remember, escalate and hand a human the full story.

The warning signs rarely arrive as one spectacular failure. They show up as extra tabs, stalled AI pilots, spreadsheet reporting and channels that still cannot carry a customer's context.

The loudest warning signs are not missing features. They are the daily workarounds that reveal a platform built for another era—and a bolt-on architecture that cannot keep up.

Conversation intelligence did not disappear; it moved inside bigger platforms. This field guide tracks who bought whom, what survived, and why Spiral by UJET is a rare acquired product still standing on its own.

The same AI pitch lands in two entirely different buying machines. Here is how to choose a contact center platform for the operation you actually run—not the logo you hope to resemble.
Born in Stanford's AI lab and now worth $1.6 billion, Cresta listens to every call in a contact center and coaches humans in real time - while quietly building the AI agents meant to replace some of those calls entirely.
A plain-language map of Google's confusingly named customer-experience AI portfolio. It untangles CCAI, Agent Assist, CX Agent Studio and Gemini Enterprise for CX, explaining what each one actually is and what a buyer gets. It also clarifies UJET's unusual position: Google Cloud sells Google Cloud CCaaS powered by UJET as a first-party offering, which is a different relationship than being one of many logos in a marketplace.
"Built on Google Cloud" gets stamped on countless vendor slides, but the phrase hides at least three very different relationships: renting infrastructure as an ordinary GCP tenant, holding a Google Cloud Marketplace listing, or being co-built and resold by Google as its own first-party product. Buyers can't tell them apart from a logo. This piece unpacks the distinction and shows where UJET actually sits: Google sells Google Cloud CCaaS, powered by UJET, as its own contact center offering, managed, delivered and supported by Google, a level of commitment that a marketplace listing or shared hosting does not confer.