Case Studies

Real Outcomes

How high-growth companies hire elite, AI-native engineers fast.

Case Study

Training coding agents on real production software.

Leading AI Training Platform · AI Training / Coding Agents

Senior AI Trainer Team BuildFully RemoteRapid Team Build

A leading AI training platform needed 10+ senior engineers to train coding agents on real production software. Fast. Not annotation contractors: engineers with the judgment to operate unfamiliar production codebases and hold AI to a senior reviewer's standard. RepoScout sourced from Google, GitLab, DoorDash, AWS, and others, and had the team live in under three weeks.

10+

Senior engineers deployed

< 3 wks

Brief to full team live

7

Behavioral dimensions evaluated

Case Study

LLM infrastructure engineer hired from the first batch of profiles.

Axle · Fintech / Compliance AI

Senior Product EngineerSF Bay Area$6.2M Seed

Axle needed a rare engineer who could build LLM infrastructure for financial compliance at startup speed. RepoScout delivered three vetted profiles in 48 hours. They hired from the first batch.

48 hrs

Time to first profiles

7 days

Time to first PR

3

Candidates presented

Case Study

Six engineers and designers placed in 10 days. 100% diverse slate.

Freedom Financial · Fintech / Debt Resolution

Engineering & Design Team BuildSan Mateo, CAMulti-Role Engagement

Freedom needed to rapidly build a diverse cross-functional team, React and TypeScript engineers plus product designers, without trading speed for representation. RepoScout sourced, vetted, and coordinated the full team.

6

Engineers & designers placed

10 days

Time to first profiles

100%

Diverse candidate slate

Case Study

Technical due diligence that restructured the deal.

Family Investment Office · Private Equity / M&A Due Diligence

Technical Due DiligenceSports Tech SaaSPE Acquisition

A PE family office had a compelling thesis on a dominant sports-tech ATS. Before signing, they needed ground truth, not a checklist audit, but real engineering judgment. RepoScout deployed a veteran Rails architect who uncovered a critical single point of failure, a 14% CIS Controls baseline, and gave the sponsor the data to restructure the deal.

< 2 wks

Brief to Risk Register

14%

CIS Controls baseline

3

Critical risks identified

Case Study

Platform validation that de-risked a PE recapitalization.

Mid-Market PE Firm · Private Equity / Consumer Franchise

Technical Due DiligenceMulti-Site OperationsPE Recapitalization

A mid-market PE firm was recapitalizing a premium children's swim school operator across 14 locations. The investment thesis depended on the company's proprietary tech platform being real, not a polished demo. RepoScout validated the platform, surfaced integration risk for the M&A pipeline, and identified the engineering headcount required to execute the growth plan.

14

Locations assessed

20K+

Active students on platform

< 2 wks

Brief to final report