5–10% acceptance rate
Our Vetting Process
Every engineer in our network has been manually reviewed, technically assessed, and interviewed. No automated approvals.
5–10%
Acceptance rate
4–5
Stages of review
2–3 weeks
Typical timeline
100%
Manual review
Five-Stage Review
Stage 1: Application Review
- Portfolio and project links reviewed
- Experience with AI/ML systems verified
- Communication quality assessed
Stage 2: Technical Assessment
- Code samples and architecture reviewed
- Production experience validated
- Stack alignment with client needs
Stage 3: Live Technical Interview
- Deep-dive on past projects
- Problem-solving approach evaluated
- Technical communication assessed
Stage 4: Case Discussion
- Real-world scenarios presented
- Systems thinking evaluated
- Client-fit assessment
Stage 5: Final Approval
- Network access granted
- Profile published for matching
- Ongoing performance standards apply
Ongoing Performance Standards
Quality Deliverables
Maintain high standards. Subpar work can result in removal from the network.
Reliability
Meet commitments. Consistent no-shows or delays are not tolerated.
Professional Conduct
Clear communication and respect for client relationships.
Common Rejection Reasons
No demonstrated production AI/ML experience
Portfolio lacks real deployed systems
Technical communication gaps in interview
Misalignment with our quality standards