AI case study

CommandBarIn-app customer support

Devs depended on user screenshots to spot bugs. Now, automated traces catch retrieval failures without manual checks.

Published|2 years ago

Key results

Ticket Reduction
44%
Test Coverage Increase
5x

Result highlights

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The story

Context

A user assistance platform serving millions of end users through an embedded widget that predicts intent, triggers product tours, and executes actions.

Challenge

Developers relied on manual QA and lacked visibility into live conversations, forcing them to depend on customer screenshots to identify bad...

Solution
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Quotes

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The company

CommandBar logo

CommandBar

commandbar.com

CommandBar is an AI-powered user assistance platform that makes products easier to use, helping to activate and retain more users for faster growth.

IndustrySoftware & Platforms
LocationSan Francisco, California, United States
Employees11-50
Founded2020

The AI provider

Framework and developer platform for building LLM-powered applications.

IndustrySoftware & Platforms
LocationSan Francisco, CA, USA
Employees11-50
Founded2022

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