# How freshers can get an AI role at a GCC

Updated: 2026-11-13. https://thegccengineer.com/guides/fresher-to-gcc-ai-role

**Quick answer:** Freshers get AI roles at GCCs through campus drives, internships that convert, and off-campus applications backed by projects and referrals. Freshers with 0 to 3 years are about 30% of GCC hiring, the fastest-growing band. GCCs judge freshers on fundamentals, coding, one or two projects they can explain in depth, and clear communication, not on long lists of tools.

Freshers get AI roles at GCCs through three routes: campus drives, internships that convert into offers, and off-campus applications backed by projects and referrals. GCC jobs for freshers are a real and growing part of the market: freshers with 0 to 3 years of experience are about 30% of GCC hiring, the fastest-growing band. What GCCs judge you on is narrower than most students think: fundamentals, coding, one or two projects you understand fully, and how clearly you explain your thinking.

This page covers the routes, the criteria, the projects worth building and a realistic plan.

## Do GCCs hire freshers for AI roles?

Yes. GCCs hire freshers, and many of those roles involve AI, data or automation: 64% of new GCC roles need those skills. Most GCC hiring is still for experienced engineers, so entry roles are competitive.

**Share of GCC hiring by experience band**

- 0 to 3 years: 30%
- 4 to 10 years: 56%

*Freshers with 0 to 3 years make up about 30% of GCC hiring; engineers with 4 to 10 years make up 56%.*

One honest caveat: few freshers are hired straight into a role titled "AI engineer". A common path is to join as a software engineer, data engineer or analyst in a team that builds AI systems, then take on model and LLM work as you prove yourself. That path is worth planning for, not a consolation prize.

If GCCs are new to you, read [what a GCC is](https://thegccengineer.com/guides/what-is-a-gcc) and [why GCCs in India are hiring AI engineers](https://thegccengineer.com/guides/why-gccs-hire-ai-engineers).

## What are the routes into a GCC for a fresher?

The three routes are campus hiring, internships and off-campus applications. Which one is open to you depends mostly on your college and your year of study.

| Route | How it usually works | What decides it | Main drawback |
| --- | --- | --- | --- |
| Campus drive | The company visits or runs a drive for selected colleges | Online test, then interviews | Limited to certain colleges; cut-offs are common |
| Internship that converts | A final-year or summer internship leads to a full-time offer | Your work during the internship | Few seats; conversion is not guaranteed |
| Off-campus application | You apply through career pages, contests or referrals | Resume, projects and interviews | High volume; hard to get noticed without a referral |

*The three typical entry routes for freshers. Processes differ by company.*

### Campus hiring

Campus hiring is the simplest route if a GCC visits your college, because the company has already decided to hire from your pool. Typical stages are an online assessment covering coding and aptitude, one or two technical interviews and a final conversation. Prepare coding and core computer science early; drives often arrive at the start of the final year.

### Internships

An internship is the strongest route where it is available, because a team sees your work for weeks instead of judging you in an hour. Treat the internship as a long interview: finish what you are given, ask good questions, write things down and show your results.

### Off-campus applications

Off-campus applications are the main route if GCCs do not visit your college. Volume is high, so a resume sent to a portal with nothing else behind it often goes unread. Three things raise your chances: a referral from a senior or alumnus, visible projects, and applying soon after a role opens. See [how to get a referral at a GCC](https://thegccengineer.com/guides/gcc-referrals) and [where to find GCC jobs in India](https://thegccengineer.com/guides/where-to-find-gcc-jobs).

## What do GCCs judge freshers on?

GCCs typically judge freshers on fundamentals and potential, not on experience. Interviewers know you have not run production systems. They are looking for signs that you can learn quickly and reason carefully.

- **Coding and problem solving.** Data structures, algorithms and writing working code under time pressure.
- **Core fundamentals.** Depending on the role: databases and SQL, operating systems and networks, probability and statistics, machine learning basics.
- **Projects you can defend.** Why you chose the approach, what failed, how you measured the result.
- **Communication.** Thinking aloud, asking clarifying questions and admitting what you do not know.
- **Evidence of initiative.** An internship, open-source contribution, contest result or a tool people actually use.

**Two fresher resumes for the same role**

**Easy to pass over**

- A long list of tools and frameworks
- Many course certificates
- Projects copied from tutorials with standard datasets
- No results, links or explanation of choices

**Worth an interview**

- A short list of skills, each used in a project
- One internship or one substantial contribution
- Two projects with a clear problem and a measured result
- Code and a readable write-up linked for each project

The coding side is covered in [coding interviews for AI roles](https://thegccengineer.com/guides/coding-interview-for-ai-roles), and the full sequence of rounds in [the GCC AI interview process](https://thegccengineer.com/guides/gcc-ai-interview-process).

## What projects should a fresher build for a GCC AI role?

Build one or two end-to-end projects that solve a recognisable problem, measure the result and run somewhere other than a notebook. Depth beats count, because interviewers pick one project and keep asking questions until you run out of answers.

A project is strong when it has:

- **A real problem.** Something a business might need, such as searching a set of documents or forecasting demand.
- **Your own data work.** Collecting, cleaning or combining data, not only loading a prepared file.
- **An evaluation.** A stated measure, a baseline and what improved.
- **A working form.** A small API or app someone else can run.
- **A write-up.** What you tried, what failed and what you would change.

Ideas and pitfalls are in [AI portfolio projects that get interviews](https://thegccengineer.com/guides/ai-portfolio-projects). Present the work as described in [GitHub portfolio for AI roles](https://thegccengineer.com/guides/github-portfolio-for-ai-roles).

## What should freshers learn first?

Learn programming and fundamentals first, then machine learning, then the applied topics such as LLM applications. Students who jump straight to the newest tools tend to fail the earlier rounds.

A sensible order:

- Python, data structures and algorithms.
- SQL and basic data handling.
- Probability, statistics and core machine learning.
- One applied area: LLM applications with retrieval, or model deployment basics.
- Version control, testing and writing readable code throughout.

The full sequence is in the [AI engineer roadmap](https://thegccengineer.com/guides/ai-engineer-roadmap). To see which role each skill leads to, use the [role explorer](https://thegccengineer.com/roles).

## What is a realistic plan for a fresher?

A realistic plan starts with fundamentals, adds proof through projects and internships, and only then moves to applications. The earlier you start in your degree, the more of it you can do without rushing.

**From student to a GCC offer**

1. **Pick a direction**: Choose one entry role to aim at, such as data, backend or ML engineering.
2. **Build fundamentals**: Practise coding steadily and cover the core subjects your target role is tested on.
3. **Create proof**: Finish one or two end-to-end projects and try for an internship.
4. **Prepare your profile**: Write a one-page resume, tidy your GitHub and LinkedIn, and get feedback.
5. **Apply through people**: Use campus drives where available, and seniors and alumni for referrals elsewhere.
6. **Rehearse interviews**: Practise explaining your projects and solving problems aloud.

For the resume, follow the [AI engineer resume guide](https://thegccengineer.com/guides/ai-engineer-resume-guide) and run it through the [free resume check](https://thegccengineer.com/tools/resume-evaluate) before you send it anywhere.

## What if you do not get a GCC offer as a fresher?

If you do not get a GCC offer straight from college, take a first job that gives you real engineering work and plan the move from there. Many engineers reach GCCs after a few years elsewhere, and the largest share of GCC hiring is for people with 4 to 10 years of experience.

A service company, a startup or a smaller product company can all serve as that first step. Choose the one where you will write code, work with data and see systems in production. The later move is laid out in [how to move from a service company to a GCC](https://thegccengineer.com/guides/service-company-to-gcc).

> **A first job is a starting point:** Where you start matters less than what you can show after two years. Keep building, keep your projects current and keep in touch with seniors who have moved to GCCs.

To see where you stand today, a free account at [The GCC Engineer](https://thegccengineer.com/signup) runs a readiness check for a target AI role and builds a roadmap around the gaps.

## Key takeaways

- Freshers with 0 to 3 years are about 30% of GCC hiring and the fastest-growing band.
- The three routes are campus drives, internships that convert, and off-campus applications with referrals.
- Fundamentals and one or two well-understood projects matter more than many certificates.
- Many freshers enter through a general engineering or data role and move into AI work from inside.
- A first job at a service company or startup is a workable route to a GCC later, not a failure.

## Frequently asked questions

### Do GCCs hire freshers from tier-3 colleges?

Yes, mostly through off-campus routes. GCC campus drives tend to cover a limited set of colleges, so students elsewhere usually enter through off-campus applications, internships, hiring contests and referrals. Strong fundamentals and projects you can explain matter more in those routes than the college name.

### Is a master's degree needed for a fresher AI role at a GCC?

Not for most engineering-focused AI roles. A bachelor's degree with strong coding, fundamentals and projects is enough for many entry roles in AI engineering, data and backend work. Research-heavy roles such as applied scientist more often ask for a master's degree or a doctorate.

### Which programming language should a fresher learn for AI roles?

Python first, with SQL alongside it. Python is the working language of most AI and data teams, and SQL is tested in many interviews for data and ML roles. Learn one of them properly, including data structures and writing clean, tested code, before adding more.

### Can a fresher with a low CGPA get into a GCC?

It is harder through campus drives, where cut-offs are common, but possible off campus. Some companies filter on marks and others do not. Compensate with strong projects, an internship, open-source or contest results, and a referral that gets your resume read.

### Should a fresher accept a service-company offer or wait for a GCC?

Usually accept the offer and keep preparing. A first job gives you income, production experience and something concrete to talk about, and engineers move from service companies to GCCs regularly. Waiting without a job weakens your position unless you have a clear, time-limited plan.