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