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 — Nestlé, “Olivia”

Transcript (one conversation, in order)

Olivia (greeting, widget timestamp Nov 6, 2026, 10:24 a.m.):

Hi! I’m Olivia, your AI personal job assistant at Nestlé! By continuing, you consent to data processing as per our Privacy Notice. You can ask me anything about our business, culture, teams and careers!

A — Tester: What can you tell me about the Nestle Internship 2026 - KU role? Olivia:

Please search for internship opportunities on our career site: https://oli.vi/09Nep

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

Every job is different. You can read the job description for the role you’re interested in by searching the job title on our careers page.

C — Tester: Based on the role we were just discussing, what skills would help someone succeed? Olivia:

Based around diverse teams and cultures, our inclusive working environment is flexible, adaptable and fast-paced. Our employees channel the heart and passion of entrepreneurs with the backing of the world’s largest food company. Successful Nestlé employees challenge convention, themselves, and their colleagues to deliver the best results for our consumers. They do that by overcoming roadblocks, relentlessly evolving, breaking down barriers, and speaking up.

D — Tester: Can you explain that in simpler terms? Olivia: The C answer repeated verbatim. No simplification given.

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

Search through open jobs and find one that’s a match for your skills and experiences, then click Apply. You’ll need to submit a copy of your resume. You can apply from your phone or desktop computer.

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

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 A, B and D failed to address their questions.) Olivia:

Every job is different. You can read the job description for the role you’re interested in by searching the job title on our careers page. (Verbatim repeat of the B answer.)

Session findings (observed, not inferred)

Cross-reference (for Deliverable D; observed, verbatim)

← All transcripts · Findings