Dataford
Interview QuestionsInterview GuidesExperiencesMock InterviewsPricing
Get started
Interview Guides/An applied AI
An applied AI logo
An applied AICompany guide
Updated weekly · Reviewed by the Dataford team

An applied AI interview process & guide 2026

Interview difficulty 5.2 / 10Based on 537 interview reports

Everything we know about interviewing at An applied AI: the process stage by stage, what each round tests, compensation by level, and reports from candidates who interviewed.

Software EngineerConsultantBusiness AnalystProduct ManagerTechnical Program ManagerAccount Executive
Practice An applied AI questionsSee the process

At a glance

5.2/ 10
Interview difficulty 5.2 / 10
Rated by candidates who reported interviewing here. Harder than 85% of companies we track.
17
Role guides
537
Interview reports
12
Topics tracked
$185k
Median total comp
6 rounds
  1. 1
    Recruiter Screen
  2. 2
    Behavioral and Values style assessment
  3. 3
    Case study and/or Financial Modeling exercise
  4. 4
    Functional interviews
  5. 5
    Technical screening, Deep technical, and Architecture discussion
  6. 6
    Presentation to senior leadership
01 · Overview

Interviewing at An applied AI

You go through a multi step interview process that mixes recruiter screening, behavioral and values style checks, and a set of technical deep dives. Across candidates, the most distinctive signal is that the technical rounds can become security and networking heavy, with follow ups that push you beyond what you initially know.

What the loop tests is strongly anchored in applied, hard skills and finance adjacent work. The extracted topic data shows Financial Modeling (percentile 100), OOP (percentile 100), Selenium (percentile 100), SQL (percentile 100), and QA Engineering (percentile 96), along with authentication and authorization (percentile 97), SQL query optimization (percentile 97), JWT (percentile 93), plus industry knowledge in P and C insurance (percentile 96). The process also includes case study analysis (percentile 92) and system or API testing (RestAssured percentile 92), so you should expect to explain reasoning, not just code.

The difficulty mix is mostly medium and hard, with 16.8% easy, 63.8% medium, 17.0% hard, and 2.4% very hard. Despite reported progress through multiple rounds, the aggregated offer rate in candidate reports is 0.0%, so you should treat every step as a high bar and focus on making your communication and grounding in fundamentals consistent from the start.

Good to know

The most important non-obvious pattern in the data is that security and networking fundamentals can be a recurring deep dive, even when your previous experience is not strongly security focused, and some rounds feel improvised rather than following a fixed checklist.

02 · Difficulty and outcomes

How hard is the An applied AI interview?

Aggregated from 537 interview experiences
Difficulty mix
Easy17%
Medium63%
Hard20%
Most loops land in the middle: hard enough to prep for, rarely brutal.
Offer rate
36%about 1 in 3

About 1 in 3 candidates with a known outcome convert.

194 offers across 537 reports with a stated outcome.
Experience sentiment
58%positive
Positive 58%Neutral 19%Negative 23%
03 · The loop

The interview process, end to end

6 rounds · based on 537 candidate reports
  1. 1
    Recruiter Screen

    You start with an HR or recruiter assessment that checks background alignment and high level interest in the firm. You should be ready for administrative background questions and a general fit discussion.

    short · role alignment · communication · interest in firm
  2. 2
    Behavioral and Values style assessment

    You then complete behavioral and cultural alignment checks. The reported goal is to evaluate cultural fit and your ability to operate autonomously, and a separate values discussion step is also listed.

    short · cultural fit · autonomy · values alignment
  3. 3
    Case study and/or Financial Modeling exercise

    You may complete a case study and financial modeling style exercise, including a version presented to senior leadership. For Account Executive flavored reports, at least one case involved a mock sales pitch, while other reports emphasize analysis and presenting findings.

    not specified · financial modeling · case analysis · structured reasoning
  4. 4
    Functional interviews

    You go through functional interviews that balance technical deep dives with behavioral assessments. Depending on the track, you may see automation testing and QA related evaluation, plus general technical aptitude validation.

    not specified · technical depth · testing fundamentals · problem solving
  5. 5
    Technical screening, Deep technical, and Architecture discussion

    You complete technical screening and deeper technical assessments, including architecture discussions. Candidate reports highlight security and networking heavy deep dives in some loops, and the topic set includes authentication and authorization, JWT, SQL optimization, and system or API testing.

    not specified · security fundamentals · system architecture · SQL optimization
  6. 6
    Presentation to senior leadership

    If you reach this stage, you present your case study analysis and findings to senior leadership, Directors or VPs. Your preparation should focus on clear assumptions, reasoning, and communication of outcomes.

    not specified · presentation skills · analysis clarity · stakeholder communication
04 · Topic breakdown

What An applied AI actually tests for

How prominent each skill is across reported loops
100%
SQL
93%
Scrum
88%
Business Analysis
88%
SAFe (Scaled Agile Framework)
82%
Case Study Analysis
79%
Cross-functional collaboration
71%
Object-Oriented Programming (OOP)
66%
Stakeholder Management
61%
Analytical Problem Solving
60%
Problem Solving
52%
Behavioral Interviewing
48%
Behavioral interview
Tested less
Tested more
05 · Role guides

Find the guide for your role

This is your next step: open the guide for the role you are interviewing for. Each one carries the questions An applied AI interviewers actually ask that position, the loop structure, and pay by level.

Most reported roles
Software Engineer
$92k-$180k total comp
Real questions · Loop structure · Pay bands
Open the guide
Consultant
$97k-$139k total comp
Real questions · Loop structure · Pay bands
Open the guide
Business Analyst
$78k-$129k total comp
Real questions · Loop structure · Pay bands
Open the guide
Showing 12 of 17 role guides
Account Executive
Questions and loop structure
Open guide
Data Analyst
Questions and loop structure
Open guide
Data Engineer
$161k-$266k
Open guide
Data Scientist
$140k-$231k
Open guide
Financial Analyst
Questions and loop structure
Open guide
Marketing Analytics Specialist
Questions and loop structure
Open guide
Product Manager
Questions and loop structure
Open guide
Project Manager
$122k-$248k
Open guide
QA Engineer
Questions and loop structure
Open guide

Real interview experiences

What candidates said about the loop, difficulty, and outcomes, straight from recent reports for these roles.

ConsultantSoftware Engineer
06 · Compensation

What An applied AI pays, by level

Estimated total compensation: base salary plus stock and annual cash bonus.

Median $185k
Level$50kTotal comp range$300kTotal
All levels
Base $86k-$266k
$76k-$266k
Ranges blend verified compensation data points. Base + stock + annual bonus shown. Estimates only.
07 · Insider tips

What separates offers from rejections

Patterns from candidates who got offers, and the mistakes that most often sink a loop.

Do this

  • Prepare to apply SQL under pressure, especially SQL query optimization and explaining tradeoffs in plain language. Practice turning optimization ideas into a clear step by step explanation.
  • Brush up on financial modeling fundamentals and be ready to connect them to a case study or leadership facing presentation. Rehearse how you would present assumptions, calculations, and conclusions.
  • Get crisp on authentication and authorization concepts, including JWT. Be able to describe what changes for access control and how tokens are validated at a high level.
  • For OOP and Java, focus on explaining design decisions clearly, not only implementing code. Expect interviewers to push deeper when your initial framing is incomplete.

Avoid this

  • Do not assume every round follows a consistent format or schedule. Candidate reports describe coordination and rescheduling issues, including delays after an early stage.
  • Do not spend most of the time on tooling or superficial scaffolding in system design style conversations. One report highlights losing time to whiteboard tooling and then struggling to communicate a coherent architecture.
  • Do not treat the case and modeling parts as optional extras. The topic data places financial modeling, case study analysis, and stakeholder management very high, and the process includes presenting findings to senior leadership.
  • Do not expect the offer decision to be forgiving on communication. Reports mention panel style communication, time pressure, and that you need to clearly explain project thinking.
08 · FAQ

An applied AI interview FAQ

Answered from real candidate and workplace data
How hard is the interview loop here?

Across 500 candidate reports, difficulty is 16.8% easy, 63.8% medium, 17.0% hard, and 2.4% very hard. The overall topic set includes deep technical items like security, SQL optimization, and financial modeling, so even if some steps are medium, the technical bar can still feel sharp.

What is the offer rate based on candidate reports?

The aggregated offer rate from the candidate reports is 0.0%. That means you should plan for a very competitive loop and optimize for each stage, especially technical communication.

How long does it take and is it scheduled cleanly?

The process timeline varies in reports. One candidate described an overall stretch to roughly three weeks when scheduling repeatedly slipped, while another described a more drawn out but fragmented feel with an HR follow up taking more than two weeks after the first round.

What should I prioritize in prep, given the topics?

Prioritize the highest prominence topics from the extracted data: Financial Modeling, OOP, Selenium, and SQL, plus QA Engineering and P and C insurance industry knowledge. Also prioritize security topics, especially authentication and authorization and JWT, plus SQL query optimization.

Do they use coding only, or more design and case style work?

They use a mix. The extracted topics include case study analysis, financial modeling, and stakeholder management, and the process steps include presenting analysis to senior leadership. Candidate reports also mention system design, live coding and assessment formats in some loops.

If I do not pass, can I reapply quickly?

The supplied data does not mention re application timing or policies. You should not assume any restart timeline based on the interview loop description provided.

09 · Keep prepping

Related company guides

Companies that hire for the same data roles
American Express26 guidesAmex24 guidesMastercard24 guidesAdyen22 guidesFisglobal21 guidesFis global21 guides
On this page0% read
OverviewHow hard is it?The interview processWhat An applied AI evaluatesQuestions and role guidesCompensation by levelInsider tipsFAQRelated guides
Prep for An applied AI with a plan

A day by day plan built from this guide, with the questions An applied AI actually asks.

Build my plan

Ready for your An applied AI interview?

Practice the exact questions from this guide with AI feedback, and walk into your loop knowing what to expect.

Start practicing freeView pricing
Keep exploring

Browse every guide, role and company

Roles at An applied AI
An applied AI Account ExecutiveAn applied AI Business AnalystAn applied AI ConsultantAn applied AI Data AnalystAn applied AI Data EngineerAll 17 roles
An applied AI prep plans
An applied AI Interview QuestionsAn applied AI Consultant Interview QuestionsAn applied AI Technical Program Manager Interview QuestionsAn applied AI Software Engineer Interview QuestionsAn applied AI Business Analyst Interview QuestionsAn applied AI QA Engineer Interview QuestionsAn applied AI Project Manager Interview QuestionsAn applied AI Security Engineer Interview QuestionsAll prep collections
Other companies
American Express interview questionsAmex interview questionsMastercard interview questionsAdyen interview questionsFisglobal interview questionsBrowse all companies
Keep exploring
All interview guidesPractice questionsBrowse companies