Cal Fire Chatbot Fails to Answer Basic Questions

An AI chatbot designed to provide information about wildfires can’t answer questions about evacuation orders, among other problems.

2 minute read

July 10, 2025, 11:00 AM PDT

By Diana Ionescu @aworkoffiction


Red and white "Wildfire Evacuation Route" sign on signpost.

MichaelVi / Adobe Stock

California’s state fire protection agency has launched an AI chatbot in an effort to improve efficiency — and the results are troubling, reports Malena Carollo in The Markup. “The chatbot uses the Cal Fire website and the agency’s ReadyForWildfire.org to generate answers. It can tell users about topics such as active wildfires, the agency, fire preparedness tips and Cal Fire’s programs.”

CalMatters found that the chatbot, which is meant to offer “critical fire prevention resources and near-real-time emergency information,” “fails to accurately describe the containment of a given wildfire, doesn’t reliably provide information such as a list for evacuation supplies and can’t tell users about evacuation orders.”

The chatbot had trouble answering questions about fire preparedness depending on how questions were phrased. “And while the chatbot didn’t generate incorrect answers in any of the queries CalMatters made, it doesn’t always pull the most up-to-date information” — for example, showing fire containment information that was six days out of date. The chatbot is also unable to provide information about evacuation orders.

Experts say testing of the bot should have happened long before it was launched for public use. “Agencies interested in using chatbots should identify the questions the public is likely to ask the AI tool ahead of time, ensure those are representative of the expected population the agency serves and refine the chatbot by having members of the public pilot the system to ensure it provides the kind of information they seek.”

Wednesday, July 9, 2025 in The Markup

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Cover CM Credits, Earn Certificates, Push Your Career Forward

Aerial view of town of Wailuku in Maui, Hawaii with mountains in background against cloudy sunset sky.

Maui's Vacation Rental Debate Turns Ugly

Verbal attacks, misinformation campaigns and fistfights plague a high-stakes debate to convert thousands of vacation rentals into long-term housing.

July 1, 2025 - Honolulu Civil Beat

Logo for Planetizen Federal Action Tracker with black and white image of U.S. Capitol with water ripple overlay.

Planetizen Federal Action Tracker

A weekly monitor of how Trump’s orders and actions are impacting planners and planning in America.

July 9, 2025 - Diana Ionescu

Map of Haussmann's redesign of Paris in the 1850s through 1870s under Napoleon III.

In Urban Planning, AI Prompting Could be the New Design Thinking

Creativity has long been key to great urban design. What if we see AI as our new creative partner?

June 30, 2025 - Tom Sanchez

Red and white "Wildfire Evacuation Route" sign on signpost.

Cal Fire Chatbot Fails to Answer Basic Questions

An AI chatbot designed to provide information about wildfires can’t answer questions about evacuation orders, among other problems.

7 hours ago - The Markup

Protester at Echo Park Lake, Los Angeles holding sign that says "Housing is a human right"

What Happens if Trump Kills Section 8?

The Trump admin aims to slash federal rental aid by nearly half and shift distribution to states. Experts warn this could spike homelessness and destabilize communities nationwide.

July 10 - Shelterforce Magazine

Aerial of rainbow painted crosswalks at large intersection in Castro District, Sna Francisco, California.

Sean Duffy Targets Rainbow Crosswalks in Road Safety Efforts

Despite evidence that colorful crosswalks actually improve intersection safety — and the lack of almost any crosswalks at all on the nation’s most dangerous arterial roads — U.S. Transportation Secretary Duffy is calling on states to remove them.

July 10 - Streetsblog USA

Urban Design for Planners 1: Software Tools

This six-course series explores essential urban design concepts using open source software and equips planners with the tools they need to participate fully in the urban design process.

Planning for Universal Design

Learn the tools for implementing Universal Design in planning regulations.

Home and Land Services Coordinator

Appalachian Highlands Housing Partners

Associate/Senior Planner

Gallatin County Department of Planning & Community Development

Senior Planner

Heyer Gruel & Associates PA