LOL Prod

Broad funnels lose the one engineer who matters most.

Platforms match on the "AI engineer" label, not the work.

Speed matters most when competing for senior talent you can't outpay.

Fully diluted ownership and exercise costs matter far more than the equity percentage itself.

Rigorous pre-screening filters production engineers before your interview loop even starts.

Solve your actual shipping problem before hiring—and know which engineer to hire for the bottleneck.

Series B success requires clear ownership and reliable systems, not just more engineers.

Pre-vetted networks compress hiring timelines when top candidates have short decision windows.

Evaluate marketplaces on candidate quality, hiring speed, and upfront pay before signing.

Specialized recruiting finds proven ML engineers faster than volume sourcing ever could.

A rigorous investor now signals real engineering rigor.