Mass Recruiter or Product Company? How 28 Hiring Processes Differ

Of the 28 companies in Astra's campus database, 13 hire at mass or volume scale, 5 run smaller volume programmes, 6 hire as product or selective employers, 2 are consulting firms and 2 are PSUs. Only 6 of the 28 are rated high difficulty, and two of those are ISRO and Zoho.

Service company or product company is the usual way students frame placement choices. The data supports the distinction, though not always in the expected direction.

The five hiring models

Difficulty and prestige are different things

Six companies are rated high difficulty: Adobe, Amazon, Intuit, Microsoft, ISRO and Zoho. The other 22 are moderate.

Two of those six are not product multinationals. The ISRO written exam is 80 branch technical questions in 120 minutes and tests core engineering depth rather than software skill. Zoho runs an offline written test and then interviews you on code you wrote yourself. Both are hard in different ways from an Amazon interview.

Every mass recruiter in the dataset is rated moderate, including TCS, Infosys, Wipro, Cognizant and Accenture. Their filtering power comes from volume and eligibility criteria rather than difficulty in any single round.

The round that usually does not change

Most processes here end the same way, with a technical interview followed by an HR interview focused on fit. 24 of the 28 companies run one. It is not a formality, but it is the most predictable part of campus hiring.

The four companies with no standalone HR round are Amazon, Microsoft, Intuit and ISRO. All four are rated high difficulty. Each closes with something harder instead: the Amazon Bar Raiser, the Microsoft As Appropriate round, the Intuit values interview, and for ISRO no behavioural round at all, only technical depth.

The rounds that differentiate

Each of these rewards something specific.

The Amazon Bar Raiser is run by someone outside the hiring team who holds a veto, and it is explicitly about the Leadership Principles. Preparing STAR format stories mapped to those principles is the round, not extra advice around it.

The Microsoft As Appropriate round is a final discretionary interview, usually with a senior leader, covering both technical depth and culture.

The TCS Managerial Round is situational. It is the reason TCS runs three interview rounds rather than two, and it is the one candidates most often enter unprepared.

The Cyient L2 Client Round is unusual in campus hiring, since it assesses fit against a specific client project rather than the company in general.

Zoho interviews you on code you wrote. Not a whiteboard problem, but your own work. This is the strongest argument in the dataset for having real projects rather than tutorial clones.

Rounds per company

The number of stages runs from 2 at ISRO to 5 at Hexaware and Zoho, with most companies at 3 or 4. More rounds does not mean harder. Hexaware runs five moderate difficulty rounds, while the two ISRO rounds are rated high.

For mass recruiters the usual shape is an online assessment, then a technical interview, then HR. For product companies it is an online assessment, then two or more technical interviews, then a values or bar raising round. Consulting firms sit between the two. EY and PwC lean on situational judgement and game based testing rather than coding, and the PwC assessment has no coding section at all.

Where to spend your preparation

There is a real trade off here.

Preparing for mass recruiters means aptitude drilling, speed, pseudocode and CS fundamentals at breadth. The return is a high chance of clearing 13 companies with near identical filters, since clearing the pattern once makes you eligible for most of them. The ceiling is lower.

Preparing for product and selective companies means depth in data structures, algorithms and system design, plus real projects. The return is concentrated in 6 companies with high difficulty ratings and much smaller intakes. The ceiling is higher and the hit rate is lower.

Preparing for PSUs is a separate track built on core branch engineering rather than software, with age limits instead of gap year limits and eligibility set per notification.

Most students do not have to choose. The mass recruiter track is cheap insurance, since the aptitude preparation is finite and it makes you eligible for the largest block of hiring in the dataset. Build that floor first, then spend the remaining time on the depth that product companies reward.

Zoho is the exception, since it rewards neither pattern. It has no CGPA cutoff, accepts active backlogs, and interviews you on your own code. See the Zoho recruitment process.

One caveat

Hiring models shift year to year. Companies that ran mass drives in one cycle sometimes run selective ones the next, and the difficulty ratings here reflect the process as documented in August 2026.

Source: Astra campus recruitment database, covering 28 companies hiring in India. Process data verified August 2026. Full per company guides at useastra.in/campus.