Case studyOrion Innovation

One recruiter closed about 15 data-engineering offers in two weeks, and Orion Innovation scaled it from India to the US and Mexico.

OI
~15data-engineering offers closed in two weeks…
78%interview completion rate among candidates invited,…
SectorIT services & digital engineering, est. 1993
Headcount6,000+ associates
Hiring volume~800 hires per year
GeographyIndia, United States, Mexico
RolesData engineering & technical
01The problem

Volume arrived faster than recruiters could screen

Orion Innovation runs technical hiring for large financial-services clients it cannot afford to keep waiting. When one client’s mandate expanded, data-engineering roles arrived faster than the team could screen them by hand.

The load fell on individual recruiters, sourcing, screening and coordinating panels largely alone, while engineering and hiring managers lost hours to first rounds that mostly filtered rather than decided.

“With Zeko AI, it’s weeks now, without losing quality.”

Manshi Sinha, TA Head, India, Orion Innovation
02What changed

Avya carried the volume, recruiters kept judgment

Orion rolled out Zeko AI across its recruiters and business units, with Avya running first-level screening. Recruiters stayed in control of judgment, deciding which candidates to call, engage and push toward a panel.

In one two-week window, one recruiter moved 300+ inbound applicants through auto-ranking and Avya-run screens down to roughly 15 offers.

Zeko AI · Orion Innovation
03The results
~0

data-engineering offers closed in two weeks by one recruiter, an 83% final-round conversion (15 of 18).

Source: Orion-stated.
0%

interview completion rate among candidates invited, among the highest Zeko AI has measured.

Source: Zeko AI platform data.

The two-week funnel, one recruiter

Stage by stage, from inbound applicants to offers.
LinkedIn applicants
300+
Auto-ranked
100
Avya L1 screens
100
L2 panel rounds
36
L3 managerial rounds
18
Offers
15
04What it took

Trust took longer to build than the technology

01Calibration

Avya’s evaluation was tuned to Orion’s hiring managers for these roles. Panels came to rely on the L1 signal rather than re-litigate it, once they understood how it reasoned.

02What went wrong

The hardest part was trust, not technology. Hiring managers doubted whether Avya’s questions were relevant, since the calibration behind them was not visible. Trust took two to three months to build.

03Implementation

The real load was enablement: 30+ recruiters onboarded and 15+ live open-house sessions, where teams brought Avya questions directly and worked through edge cases.

05What survived

From India to the US and Mexico

Avya has run Orion’s screening since July 2025. Fourteen months on, the India team still relies on it daily, and in July 2026 Orion extended it to its US and Mexico teams. Once teams were fully adopted, Orion moved to deep integration: candidate data now syncs automatically, and recruiters work entirely from their ATS.

“Hiring for a project used to take months for us. With Zeko AI it’s weeks now, and that speed, without losing quality, is what changed how we deliver.”

Manshi Sinha, TA Head, India, Orion Innovation

Scope: period covered July 2025 to September 2026 (about 14 months). Figures supplied by Orion (offers, final-round conversion, and the two-week funnel) and by Zeko AI platform data (completion rate). “Completion rate” = candidates who completed the interview divided by candidates invited.

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Build a Consistent, Audit-Ready Hiring Process

Standardize interviews across geographies and improve hiring quality with Zeko's AI platform.

  • Trusted by 150+ enterprises

  • SOC2 · GDPR · ISO27001

  • 4.8/5 Average Candidate Rating

Act Now

Build a Consistent, Audit-Ready Hiring Process

Standardize interviews across geographies and improve hiring quality with Zeko's AI platform.

  • Trusted by 150+ enterprises

  • SOC2 · GDPR · ISO27001

  • 4.8/5 Average Candidate Rating