How to Actually Get Hired
Who reads applications, which channel gets a reply, and what they screen for.
Don't make these mistakes
Don't call it a pill-counting machine or a pickup locker — the founders explicitly distinguish Queue as a closed-loop system from bulk wholesale inventory to verified patient vial, and conflating it with existing pharmacy automation (which still depends on manual workflows) signals you didn't look closely. Also don't ignore the regulatory elephant; pretending state pharmacist-verification laws don't exist will read as naive.
What gets their attention
The credibility marker is knowing the numbers behind the thesis: one in three pharmacies closed since 2010, 15.8 million Americans in pharmacy deserts, a $670.6 billion retail pharmacy market with negative reimbursement on a growing share of prescriptions, and a fill rate of one 60-pill vial per 30 seconds versus roughly 30 prescriptions per eight-hour shift at a traditional counter. Liu's stated philosophy is also distinctive: 'robotics and AI should be applied in a way that actually enables greater human flourishing' — this team sees pharmacy as a systemic access problem, not a cost-cutting play. His engineering bar, quoted in The Robot Report: 'The accuracy of the drugs we dispense has to be 100% end to end.'
Why applying the normal way doesn't work
Queue uses an ATS, but referrals still come first. Cold applications aren't ignored — they're just behind referrals, sourced candidates, and recruiter picks.
Who to contact at Queue
What to show them
Shipped physical automation that handles high-stakes verification: pick-and-place with vision-based QC, medical device automation, or dispensing/sorting systems where a wrong output has real consequences. Experience taking a robotic system from prototype to multi-site deployment matters more than research papers here — they have one prototype and a national chain waiting.
A cold email that works at Queue
What Queue screens for
What they look for: The credibility marker is knowing the numbers behind the thesis: one in three pharmacies closed since 2010, 15.8 million Americans in pharmacy deserts, a $670.6 billion retail pharmacy market with negative reimbursement on a growing share of prescriptions, and a fill rate of one 60-pill vial per 30 seconds versus roughly 30 prescriptions per eight-hour shift at a traditional counter. Liu's stated philosophy is also distinctive: 'robotics and AI should be applied in a way that actually enables greater human flourishing' — this team sees pharmacy as a systemic access problem, not a cost-cutting play. His engineering bar, quoted in The Robot Report: 'The accuracy of the drugs we dispense has to be 100% end to end.'
Don't send a generic CV to Queue. Mirror the job posting's language to get past automated screening.
Mistakes that kill applications
At people, a copy-paste CV is immediately obvious. It's an instant no.
Lead with their problem, not your ambition. Queue is focused on An oversubscribed seed led by AlleyCorp less than a year after a Riot Ventures pre-seed, with a major national pharmacy chain already signed, is unusually fast commercial validation for healthcare hardware — show you understand that.
Don't apply and wait. The median Tech application gets no response ever. One follow-up at day five roughly doubles reply rates.
Frequently asked questions
How do I apply to Queue?
Through the roles on our Queue jobs page, or directly to the hiring manager if you can reach them. At null people, direct outreach outperforms the form.
Does Queue respond to cold emails?
We're still collecting cold email data for Queue.
Who is the hiring manager at Queue?
At this size, hiring is usually run by the hiring manager.
How competitive is it to get hired at Queue?
-person Tech companies see ~100-250 applicants per role in two weeks. The 72-hour window is your advantage.
Have your application sent for you
Get in early at companies like Queue. We find roles fast, tailor your CV, and apply while the pool is small.
Get early access →