What is the key difference between chatbots and AI agents?

Name: AI Agents vs Chatbots: A Real-World Travel Experiment
Uploaded: 2026-05-11T18:05:30-04:00
Duration: 1 min 2 s
Description: → Subscribe to the Threat Vector podcast https://www.paloaltonetworks.com/podcasts/threat-vector Spencer Thellmann from Palo Alto Networks shares a fascinating real-world experiment where...

Chatbots can provide recommendations and advice based on user input, but they cannot execute actions like making bookings or purchases. AI agents, in contrast, can autonomously complete entire workflows end-to-end, including executing transactions across multiple platforms based on user preferences and constraints.

AI Agents vs Chatbots: A Real-World Travel Experiment

Palo Alto Networks

05/11/2026

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TL;DR

A Palo Alto Networks AI expert tested chatbot limitations by having one plan his entire Las Vegas trip, revealing that while chatbots can recommend, they cannot execute bookings or reservations.
After receiving chatbot recommendations, he spent an hour manually booking hotels, restaurants, and transportation across multiple platforms like Expedia, Uber, and OpenTable.
AI agents represent the next evolution beyond chatbots — autonomous systems that can both plan and execute complex tasks end-to-end based on user preferences and budget constraints without human intervention.

Summary

Spencer Thellmann from Palo Alto Networks conducted a real-world experiment to demonstrate the limitations of current chatbot technology versus the potential of AI agents. During a trip to Las Vegas to see Dead and Company at the Sphere, he used a chatbot to plan his entire itinerary — hotels, restaurants, and activities. While the chatbot successfully provided recommendations based on his preferences, it couldn't execute any bookings. Thellmann then spent an hour manually coordinating reservations across multiple platforms including Expedia, Uber, and OpenTable. This hands-on experience illustrated a critical gap in current AI capabilities: chatbots can advise but cannot act. In contrast, AI agents represent the next evolution — autonomous systems that can not only plan but also execute tasks end-to-end based on user preferences and constraints like budget. This experiment highlights why chatbots are becoming obsolete as AI agents emerge with the ability to complete complex, multi-step workflows without human intervention.

Chapters

0:00 - The Vegas Trip Experiment
0:18 - Chatbot Limitations Revealed
0:28 - The AI Agent Solution

Key Quotes

0:18 "So the chatbot told me what to do, where to stay, where to go, but it couldn't book any of that."
0:30 "I could tell my agent, hey, here's my budget, here's what I like, here's what I don't like. Go construct this for me."

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