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[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.
01Recruiter / Hiring Manager Screen
30-45 min
Recruiter / Hiring Manager Screen
30-45 minDiscussion 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
02Technical Screen
60 min
Technical Screen
60 minCoding 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
03ML Deep Dive
60 min
ML Deep Dive
60 minExtended 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
04System Design / ML Architecture
60 min
System Design / ML Architecture
60 minDesign 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
05Research Discussion / Paper Review
45-60 min
Research Discussion / Paper Review
45-60 minSome 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
9 questions
Other Roles
9 questionsTell us about a situation where you had to adapt to significant changes in a project. How did you handle it?
What interests you most about working at Etched.ai, and how do you see yourself contributing to our mission?
How do the values of Etched.ai align with your personal and professional goals?
Describe a time when you had to lead a team through a challenging project. What strategies did you use to keep the team motivated?
Can you give an example of a project where you had to balance competing priorities? How did you approach the situation?
How do you align your personal values with the goals and vision of a cutting-edge technology company like Etched.ai?
What attracted you to Etched.ai, and how do you see your skills contributing to our mission?
Tell us about a situation where you faced a significant challenge in a project. How did you handle it, and what did you learn from the experience?
Describe a time when you had to lead a team through a period of change. How did you motivate your team and ensure everyone was aligned?
Data Science & Analytics
8 questions
Data Science & Analytics
8 questionsWhat experience do you have with AI inference systems, particularly those designed for transformers?
Can you explain the advantages of using ASICs over GPUs for specific AI applications?
How would you approach debugging a simulation model that is not producing expected results?
What techniques would you use to optimize the performance of a deep learning model running on a custom ASIC?
What techniques would you use to optimize the performance of a machine learning model running on an ASIC?
Discuss your understanding of computational fluid dynamics (CFD) and how it relates to thermo-mechanical simulations.
What experience do you have with AI inference systems, and how do you think they differ from traditional computing methods?
Explain the significance of transformers in AI and how they can benefit from specialized ASICs compared to GPUs.
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.
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| Level | Total | Base | N |
|---|---|---|---|
| MTS Software Engineer | $418K | $283K | 2 |
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.
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.
[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.
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.
[12] MORE INTERVIEW PREP
Companies candidates compare with Etched.ai.
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