What should a GCC look for in a technology hiring partner?

Most partner evaluations focus on reach: the size of the database, the number of recruiters, how quickly CVs arrive. For specialist technology roles, volume is rarely the constraint. Judgement is. A partner that sends twenty CVs for your engineers to screen has moved the work to your team, not done it.

The useful question is how a partner decides who is good, and whether you can see and check that decision.

Why does this matter more for a GCC?

A Site Lead usually has to explain hiring decisions to two audiences: the local team that will work with the hire, and global leadership that funds the centre. The Nasscom and Zinnov GCC Value Orbit report found that 64% of site leaders hold dual mandates as of FY26, combining global functional ownership with site-level responsibilities [1]. When your time is split that way, a partner whose output you can defend in a leadership review is worth more than one that is simply fast.

Mandates also vary widely. A centre that runs defined work for a parent business needs different people from one that owns a product or a data platform. A good partner asks about your mandate before it asks about your budget.

What should you ask before you sign?

1. How do they decide who is good?

Ask to see the assessment they would use for a role like yours. Is there a written definition of the role, a short list of skills and a pass mark agreed with you in advance? Or does it come down to a keyword match and a recruiter’s call? Research on selection methods favours structure: a 2022 re-analysis of earlier meta-analyses of hiring research found structured interviews to be the most predictive of the selection procedures it examined [2]. Structure means the same questions for every candidate, scored against criteria set before the interviews begin.

2. Who does the assessing?

Recruiters are good at interest, availability, compensation and fit with your process. Technical depth in a specialist field is best judged by people who do that work now. Ask who will assess your candidates, what they have built recently, and whether they have worked in production on systems like yours.

3. What do you receive for each candidate?

A CV and a short note tells you who the person says they are. A written record tells you what was tested and what was found: scores for each skill, the evidence behind them, concerns, and a clear recommendation. The written record is what lets your engineers skip a screening round, and it is what you can show your leadership when they ask why a person was hired.

4. Which outcomes will they report?

Agree the measures and their definitions up front. Useful ones include time from brief to shortlist, the share of submitted candidates who clear your technical rounds, interview-to-offer, offer-to-joining, and retention at three and twelve months. A partner that will only report activity (CVs sent, calls made) is telling you about its effort, not your results.

5. Do the commercial terms line up with your interests?

Check how fees are structured, what happens if a hire leaves early, and whether there is a replacement period. For contract-to-hire models, ask what it costs to move a person onto your payroll and when that is allowed. Conversion fees that appear late in an engagement are a common source of friction.

6. What happens after the hire?

Ask whether the partner checks in during the first months, how it handles a mismatch, and whether it uses what it learns to improve the role definition for the next hire. Also ask how candidate and company data is handled, and which security certifications the firm holds.

A quick comparison table

How do you test a partner before committing?

Run a short, fair trial. Give two or three partners the same live role with the same brief and the same deadline. Then compare what matters: how many candidates cleared your technical round, the quality of the written evidence, and how many hours your engineers spent. Raw CV counts tell you little. One real role tells you more than a polished pitch.

Talk to a current client with a similar mandate, and ask what went wrong and how the partner handled it. How a partner deals with a mismatch says more about it than its successes do.

What should stay with your team?

The role definition, the final interview and the hiring decision should stay with your managers. A good partner strengthens your team’s process with better candidates and better evidence. It should not make the decision for you, and it should not leave your team unable to explain why someone was hired.

How Viamagus select answers these questions

Engineers who build and run production AI assess our candidates. Each brief becomes a scorecard of five skills (ML fundamentals, shipped to production, industry fit, systems design and communication) with a pass mark of 75, and every candidate gets a dossier with a skill breakdown, role fit and a written verdict, signed off by a senior engineer. For roles on our bench we send 3–5 written verdicts within 48 hours of a brief. There is no search fee, replacement is free within 30 days, and we stay involved after the hire. See how it works and the proof behind it.