Amplitude Inc. today introduced an embedded artificial intelligence support agent that helps users navigate digital products without leaving the application.

Amplitude AI Assistant uses behavioral data derived from the company’s analytics platform to detect when users are struggling, provide guidance and in some cases complete tasks on their behalf. Unlike traditional chatbots that operate in separate support systems, the assistant is designed to operate within web pages and software applications.

The key difference between an AI Assistant and other chatbots is that it analyzes real-time user behavior rather than relying solely on user queries, said Wade Chambers, chief engineering officer at Amplitude.

“It sits on top of a deep behavioral data layer and doesn’t just answer the question, but sees users struggling in real time and proactively intervenes with a personalized walkthrough at the specific point where they’re having a challenge,” he said.

The system draws on a range of analytics capabilities, including session replay and what the company calls “frustration analytics,” to identify patterns such as repeated clicks or incomplete workflows. That data is processed continuously to inform responses.

“We’ve got all of the events a user has engaged in over the last seconds, minutes, days and weeks,” Chambers said. “We have the ability to collect, process, store and serve all that behavioral data in near real time.”

Amplitude said the assistant can guide users through tasks with step-by-step instructions or execute actions such as filling in forms or navigating menus. The goal is to reduce friction and eliminate the need for users to search for help or abandon a website entirely.

“It can click on a dropdown, enter data into a field and a lot of things that should help relieve pressure on a user who’s trying to get something done,” Chambers said.

The assistant is also designed to appear selectively, based on signals that indicate a user needs help, rather than interrupting workflows unnecessarily.

Not Clippy

Recalling Clippit — better known as Clippy — the Microsoft Office virtual assistant introduced in 2003 and later discontinued amid a storm of user complaints over its intrusive behavior, Chambers said Amplitude has taken pains to ensure the assistant only appears when a user needs it.

“You want to identify those inflection points in a user’s journey and make sure that you’re only appearing in the cases where it’s going to be helpful and acted on,” he said.

Amplitude said the system includes feedback loops to evaluate whether interventions are effective and to refine responses over time. “We can see not only if we closed a ticket, but whether it actually changed the user’s circumstances or make them successful,” Chambers said.

The company is positioning the assistant as both a support tool and a source of product intelligence. Data gathered from user interactions can be fed back into development processes to identify friction points and improve product design.

“This becomes a flywheel effect for improving products and services,” Chambers said. “It’s not only a thing that helps you, it’s a thing that also helps grow the product and service that you want to have long term.”

Amplitude said the assistant is currently in a closed beta with customers and will be offered as an add-on to its analytics platform at an additional charge.

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