Interview Intel · Scale AI

Scale AI coding interview
questions, leaked.

2 problems reported across recent Scale AI interviews. Top patterns: array, math, two pointers. The list below is what most reported candidates actually saw, plus the honest play if you can't grind all of it.

Founder's read

Scale AI interviews are lean and targeted. With only two medium-difficulty problems reported, you're looking at a focused assessment that prizes pattern recognition and clean implementation over brute-force drilling. The problems here center on array manipulation and prefix-sum logic, the kind of patterns that trip up candidates who've memorized solutions but haven't internalized the underlying moves. If you blank on either pattern mid-assessment, StealthCoder runs invisibly and surfaces a working solution in seconds, giving you the breathing room to move forward instead of spiraling.

Tracked problems
2
Easy
0/ 0%
Medium
2/ 100%
Hard
0/ 0%

Top problems at Scale AI

leaked_problems.csv2 rows
#ProblemDiffFrequency
01Rotate ArrayMEDIUM
100.0
02Subarray Sum Equals KMEDIUM
100.0

Frequencies derived from public community-tagged interview reports. Click a row to view on LeetCode.

The hedge

You have a week, maybe less. You can't out-grind the list above. StealthCoder runs invisibly during the actual Scale AI OA. The proctor cannot see it. Screen share cannot detect it. Built by an Amazon engineer who realized the OA tests how well you memorized 200 problems, not how well you code.

Get StealthCoder
Topic distribution
What this means

The dataset is small but telling. Both problems live in array-space, with math and two-pointer techniques woven through one and hash-table plus prefix-sum logic in the other. Array problems dominate because they're the interview's way of testing whether you can reason about index manipulation, cumulative logic, and state tracking under pressure. Prefix-sum appears once but is critical; it's the hidden accelerant that separates a brute O(n2) solution from an O(n) one. Two-pointers and hash-tables are lower-frequency anchors, but they're the escape hatches when a naive approach fails. Study rotate-array mechanics first (in-place manipulation is brutal to debug live), then nail the subarray-sum pattern. StealthCoder is your hedge if the prefix-sum insight doesn't land during the real assessment.

Companies with similar patterns

If you prepped for Scale AI, these companies recycle ~60% of the same topics.

The honest play

You've seen the list. Now make sure you pass Scale AI.

Memorizing every problem above in a week is a fantasy. StealthCoder is the hedge: an AI overlay that's invisible during screen share. It reads the problem on screen and surfaces a working solution in under 2 seconds. Built by an Amazon engineer who realized the OA tests how well you memorized 200 problems, not how well you code. Works on HackerRank, CodeSignal, CoderPad, and Karat.

Scale AI interview FAQ

What should I drill first for Scale AI's assessment?+

Start with array rotation and in-place index shuffling. Both reported problems are medium-difficulty arrays, so you need reflexive comfort with pointer arithmetic and state management. Prefix-sum and hash-table patterns are secondary; they're tools you reach for after brute force fails, not starting points.

Is two-pointers really necessary for this interview?+

Yes, but narrowly. It appears in one of two problems (Rotate Array) and is the efficient path forward. You don't need advanced two-pointer tricks here, just solid grasp of left-right scanning and in-place swaps. It's a foundation skill, not a weak spot.

How important is prefix-sum for Scale AI's OA?+

Critical. Subarray Sum Equals K is a classic prefix-sum unlock. Without it, you're O(n2) and slow. With it, you're O(n) and confident. Drill the mental model: cumulative sum dictionary plus single-pass scanning. It's not optional.

How many array problems should I solve before this assessment?+

You have two target problems reported. Solve each five to ten times until you can code rotation and subarray-sum without notes, then move to related patterns (other prefix-sum problems, array reversals). Reps over breadth here.

Will hash-tables come up heavily in the actual interview?+

No. Hash-table is a support tool in one problem, not a primary focus. It's a pattern you need for Subarray Sum Equals K, but don't spend weeks on advanced hash-table mechanics. Prefix-sum is the real hero here.

Problem frequencies sourced from public community-maintained interview-report repos. Problems, ratings, and trademarks are property of LeetCode and Scale AI. StealthCoder is not affiliated with Scale AI.