Etched.ai interview prep. 17 likely questions.

The process at Etched.ai, what each stage actually tests, and how candidates prep. Real questions where we have them, likely questions where we don't.

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[01] BY THE NUMBERS

Headline facts before you prep.

Pulled straight from Etched.ai's career page and public data sources. Tap any cell for the full breakdown.

Full Etched.ai company profile

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[02] INTERVIEW PROCESS

Standard software engineering loop at Etched.ai.

The stages below describe the typical SWE loop. Product, Design, and Data loops differ; pick a role to see how it changes, or jump straight to real questions reported for that role.

ROLE
01

Recruiter / Hiring Manager Screen

30-45 min

Discussion of your background, research interests, and the role. ML roles often include a quick technical discussion about your past work.

  • Be prepared to discuss your papers or projects in detail
  • Know the company's recent publications or product launches
  • Ask about the team's current research direction
02

Technical Screen

60 min

Coding plus ML concepts. May include implementing an ML algorithm from scratch or discussing model architecture choices.

  • Know how to implement common algorithms: logistic regression, decision trees, k-means
  • Brush up on gradient descent, backpropagation, and loss functions
  • Be comfortable coding in Python with NumPy
03

ML Deep Dive

60 min

Extended discussion of ML concepts, model evaluation, feature engineering, and production ML challenges.

  • Know bias-variance tradeoff, overfitting mitigation, and model selection
  • Be ready to discuss model monitoring and data drift
  • Understand the full ML lifecycle, not just training
04

System Design / ML Architecture

60 min

Design an ML system end-to-end: data pipeline, feature store, model training, serving, and monitoring.

  • Practice designing recommendation systems, search ranking, and fraud detection
  • Discuss feature engineering, online vs. offline serving
  • Consider model freshness, A/B testing, and rollback strategies
05

Research Discussion / Paper Review

45-60 min

Some companies ask you to present your research or discuss a recent paper. Tests depth of understanding and ability to communicate complex ideas.

  • Choose a paper you understand deeply, not just superficially
  • Be ready to discuss limitations and potential improvements
  • Practice explaining technical concepts to different audiences

[03] REAL QUESTIONS

Likely questions for Etched.ai.

17 likely questions inferred from Etched.ai's open roles and company profile.

Other Roles

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WHILE YOU PREP

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Data Science & Analytics

8 questions
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How to answer these: the STAR method

Use the STAR method: describe the Situation, the Task you faced, the specific Action you took, and the measurable Result. Aim for 60-90 seconds with one concrete metric. Practice it out loud before the interview so it flows naturally; the same structure works for every question above.

[04] HIRING PULSE

Etched.ai's hiring pulse.

We re-scan Etched.ai's career page every few minutes and keep the full posting history, so these counts come from the board itself, not an aggregator.

Rising46 postings this week vs a baseline of 6.9/week

Posted (7d)

46

Posted (30d)

63

Posted (90d)

89

Scanned every few minutes · newest tracked posting May 23, 2026

[05] SALARY SNAPSHOT

Know the bands before the loop.

Median total compensation at Etched.ai by level, as reported by employees on Levels.fyi. Worth knowing before the recruiter asks about expectations.

Software Engineer

Source: Levels.fyi
LevelTotalBaseN
MTS Software Engineer$418K$283K2

Source: Levels.fyi · median of reported samples · N = sample count

Full compensation breakdown on the Etched.ai company page

[06] APPLY LOGISTICS

Applications go through Ashby.

Etched.ai runs hiring on Ashby, so the application form and recruiter follow-ups flow through it. Use the same email everywhere and keep the profile fields consistent with your resume; recruiters see both side by side.

A modern, all-in-one recruiting platform built for high-growth companies. Ashby combines ATS, CRM, scheduling, and analytics into a single product.

Sniper support for Ashby career sites is rolling out to accounts, so it may not apply to Etched.ai on your account yet. Until it does, you can get instant alerts when Etched.ai posts a new role and apply yourself while the posting is fresh.

How Scoutify integrates with Ashby

ATS identified from the application URLs on Etched.ai's recent postings

[07] PEOPLE ALSO ASK

Common questions about Etched.ai interviews.

Does Etched.ai sponsor H1B visas?

Yes, Etched.ai sponsors H1B visas for international candidates. This allows skilled professionals from around the world to apply for positions at the company, ensuring a diverse talent pool. If you're looking to work in a dynamic environment like Etched.ai, this sponsorship can be a significant advantage for your career.

What is the average salary and compensation structure at Etched.ai?

At Etched.ai, the salary range for job postings is between $152,692 and $253,846, averaged across postings with disclosed salaries. Notably, the median total compensation for an MTS Software Engineer is reported at $417,500. This reflects the company's competitive compensation structure aimed at attracting top talent in the industry.

What can I expect from the interview process at Etched.ai?

The interview process at Etched.ai typically involves a series of questions that assess both technical skills and teamwork abilities. For example, you might be asked to describe a time when you had to work collaboratively to solve a complex problem. This indicates that the company values candidates who can demonstrate effective communication and problem-solving skills in a team setting.

What is the current hiring volume and what roles are open right now at Etched.ai?

Etched.ai is actively hiring, with 131 job postings currently available. In the last 30 days alone, 66 positions were posted, indicating a robust hiring activity. Some of the top roles currently open include MTS - Firmware and Supercomputing Software Engineer positions, reflecting the company's focus on advanced technology and engineering.

[08] OVERVIEW

What candidates run into at Etched.ai.

AI company interviews blend traditional software engineering with ML-specific evaluations. Expect deep dives into ML fundamentals, statistics, paper discussions, and practical implementation challenges.

[09] PREP TIPS

How candidates prepare.

Review ML fundamentals: probability, statistics, linear algebra
Practice implementing models from scratch in Python
Read recent papers from the company's research team
Be prepared to discuss production ML challenges, not just research
Understand the company's ML infrastructure and tools

[10] EXPERT FRAMEWORKS

Frameworks and sample answers from interview coaches.

Curated from Columbia Engineering's licensed BigInterview library: expert-written tips, sample answers, and walkthroughs that work for any interview.

Source: BigInterview (licensed by Columbia Engineering)

[11] FAQ

Questions candidates ask about Etched.ai interviews.

Salary, visa sponsorship, process, hiring volume. Drawn from public data on Etched.ai.

Does Etched.ai sponsor H1B visas?

Yes, Etched.ai sponsors H1B visas for international candidates. This allows skilled professionals from around the world to apply for positions at the company, ensuring a diverse talent pool. If you're looking to work in a dynamic environment like Etched.ai, this sponsorship can be a significant advantage for your career.

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