TeamBotics · Toronto · An audit of the hiring front door

Operation Front Door

Every deployment tested live, from the candidate's chair, with the same eight questions.

Muse independent test — Chipotle, “Ava Cado”

Transcript (one conversation, in order)

Ava Cado (greeting, Nov 6, 2026, 10:20 a.m.):

Hi! I’m Ava Cado, your Virtual Team Member at Chipotle! I can help you search and apply for opportunities or you can ask me anything about our business, culture, team, and more.

Ava Cado:

Thanks for accepting our Privacy and ADA Statement. What are you looking to do at Chipotle Mexican Grill?

A0 — Tester: what can you tell me about the service leader role Ava Cado:

Chipotle is cultivating a better world by serving responsibly sourced, classically-cooked, real food with wholesome ingredients without artificial colors, flavors or preservatives. Chipotle was born of the radical belief that there is a connection between how food is raised and prepared, and how it tastes.

A — Tester: What can you tell me about the Service Leader role? Ava Cado:

Great! Take a look at the 20 Service Leader positions I found for you in Toronto, ON, CA. To start a new search, please type ‘New’. (Plus a “20 Recommended Jobs” card; visible entries included two Service Leader locations and a “Regional Recruiter - Canada” listing; the card is scrollable and the rest were not enumerated.)

B — Tester: What would I actually be doing day to day in that position? Ava Cado:

On our career page, if you select a job of interest, you will be able to see the job description and its requirements.

C — Tester: Based on the role we were just discussing, what skills would help someone succeed? Ava Cado (two messages):

We foster a culture that values and champions each team member. while leveraging each of their talents to help grow our business. Our vision for our people is to cultivate an environment where you can thrive and pursue your passion.

We believe in creating an inclusive, diverse environment and treating everyone with respect at all times.

D — Tester: Can you explain that in simpler terms? Ava Cado: The same two C messages, repeated verbatim. No simplification given.

E — Tester: Can I apply using a regular application form instead of this chatbot? Ava Cado:

We have a wide variety of positions available across many of our locations. Browse all of our open opportunities to find one that best aligns with what you are looking for. Once you have found the one for you, I can help you apply!

F — Tester: Are you able to answer questions about this job, or are you mainly here to collect application information? Ava Cado:

I’m happy to help! I can answer any of your questions about our business, culture, team and more.

G — Tester: That didn’t answer my question. Can you explain what the role involves? (Asked because A0–E failed to address their questions.) Ava Cado:

On our career page, if you select a job of interest, you will be able to see the job description and its requirements. (Identical to the B answer.)

Session findings (observed, not inferred)

Reproduction notes vs. Nik’s preliminary evidence (verbatim comparisons)

Screenshot of Chipotle's Ava Cado answering a question about the Service Leader role with corporate messaging, then requesting an email
Captured by the commissioner on the morning of November 6, 2026: the role question answered with corporate messaging, then a request for an email. Click the frame to view it full size.
Screenshot of Chipotle's Ava Cado responding to a request for an application form by again requesting the visitor's first and last name
Captured by the commissioner, November 6, 2026: asked for a form instead of the chatbot, the assistant returns to requesting a legal first and last name. Click the frame to view it full size.
Screenshot of a general-purpose assistant answering a question about Chipotle's Service Leader role with a substantive role description
The commissioner's own comparison: a general-purpose assistant answering the same role question. Not part of this audit's testing. Click the frame to view it full size.

← All transcripts · Findings