AI Agents Are Coming for the Instruction Manual
AI Agents Are Coming for the Instruction Manual
Publish Date: 2026-06-22 16:39:00
Source Domain: www.pymnts.com
When a SharkNinja customer scans a QR code on a product box, there is no confusing manual or phone tree waiting for them. There’s an artificial intelligence (AI) agent that knows exactly which product they have and walks them through setup, step by step, according to a May 19 blog post by Salesforce.
The maker of Ninja kitchen appliances and Shark vacuum cleaners built the agent to replace the moment most customers dread: fumbling through a dense instruction manual trying to figure out where to start. The unboxing agent answers follow-up questions in context and surfaces product videos when a visual would help. A human is not involved unless the customer asks for one.
“The QR code on the box is the new instruction manual,” said Carolin Duerkop, technology transformation partner at SharkNinja, said in the blog post. “Scan it, and you’re in a conversation with someone who knows exactly which product you have and what you’re trying to do.”
That shift points to something larger happening in enterprise AI. Most deployments have focused on answering customer questions faster and reducing pressure on call centers. The technology has been moving from chatbots that retrieve information to agents that guide customers through tasks, PYMNTS reported in April. SharkNinja’s agent is an early example of what that looks like in practice.
SharkNinja launches about 25 new products each year, according to the blog post. The unboxing agent is designed to scale across the company’s catalog. Getting it there required solving a content problem first: The company’s product manuals are dense, image-heavy PDFs that are not built for AI consumption.
The team used AI to generate draft setup steps from each document, then had content authors review and refine before publishing.
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