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 pitch generic 'LLM persona' or 'survey panel' experience as if it's the same thing — Simile's whole differentiation is grounding in real human data, not prompt-engineered personas. Don't ignore the accuracy/validity problem; showing you understand simulation fidelity and confidence estimation is the whole game.
What gets their attention
Citing the 'Generative Agents' paper (UIST '23 best paper) and understanding that Park co-founded this with his Stanford advisors Michael Bernstein and Percy Liang shows real research literacy. Knowing the confidence model exists (not just the simulator) is the deeper signal.
Why applying the normal way doesn't work
Simile has an ATS (Ashby) but the real pipeline is referrals → sourced → recruiter picks → cold apps. You can still get through, but know where you stand.
Who to contact at Simile
What to show them
Demonstrate you can evaluate and validate model behavior, not just train — publications or projects on agent simulation, behavioral modeling, calibration/confidence estimation, or human-data grounding. Reproducing or critiquing the Generative Agents work is a strong opener.
A cold email that works at Simile
What Simile screens for
Their focus: Citing the 'Generative Agents' paper (UIST '23 best paper) and understanding that Park co-founded this with his Stanford advisors Michael Bernstein and Percy Liang shows real research literacy. Knowing the confidence model exists (not just the simulator) is the deeper signal.
Tailor your CV to the specific Simile role rather than sending a general one. Applications that mirror the language of the job description clear automated filters at a materially higher rate.
Mistakes that kill applications
Don't send the same CV you sent everywhere else. At 50-200 people it's obvious, and it's the fastest rejection there is.
Lead with their problem, not your ambition. Simile is focused on Greenoaks (Stripe, Figma, Nubank, Brex) leading a $200M round five months after a $100M Series A is a conviction signal you rarely see — show you understand that.
Most SaaS applications get ghosted. A day-five follow-up can double your response rate.
Frequently asked questions
How do I apply to Simile?
Through the roles on our Simile jobs page, or directly to the hiring manager or department lead if you can reach them. At 50-200 people, direct outreach outperforms the form.
Does Simile respond to cold emails?
We haven't verified response rates at Simile yet.
Who is the hiring manager at Simile?
At this size, hiring is usually run by the hiring manager or department lead.
What ATS does Simile use?
Simile uses Ashby.
How competitive is it to get hired at Simile?
Roles at 50-200-person SaaS companies typically draw 150-300 applicants in the first two weeks. Applying inside 72 hours of a posting going live is the single biggest lever you control.
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