The people exist, and they are findable. The funnel starves because every serious evaluation costs hours only your senior engineers can spend. Mira books the first interview, and you keep the technical bar.
A Staff ML Engineer brief goes in. Metix AI runs the search. Booked interviews come back on a calendar. I weighted people who have written kernels and owned a training stack, not people who have only called a hosted API. CUDA was pass-fail. The technical interview stays with your engineers. 156 cleared the bar and were contacted. I ranked the 6 who came back so panel hours go to deciding, not to discovering a mismatch live.
Staff ML engineer. Booked interviews out.
I weighted people who have written kernels and owned a training stack, not people who have only called a hosted API. CUDA was pass-fail. The technical interview stays with your engineers.
Report figures are published under /reports/mapping/. Retrieval numbers are the Mira-Embeddings-V1 paper. Neither replaces your technical interview.
Same loop as the rest of the product. The bar, the outreach approval, and the interviews stay with you.
Nothing we ship evaluates whether someone can build your system. That hour stays with your engineers.
Search across 860M+ profiles, then a delivery lead, then a slot with screening evidence attached.
The people exist. The funnel starves when every evaluation costs senior engineer time.
Public reports on this site profiled 3,041 OpenAI engineers and 1,281 Anthropic engineers and researchers as full populations. The compute study found roughly one in seven of NVIDIA's engineers locked in place by unvested equity: present, skilled, not applying. Roles stay open because funnels get rationed to the width a panel can afford.
The miss is expensive in senior hours. Screening evidence arrives with the slot so the panel decides instead of discovering a mismatch live.
The embeddings study is about retrieval on recruitment data, not about replacing a research interview. You still run that interview.
Sourcing is not limited to people active on one network. The bar you write is the filter. We do not claim a GitHub-only index as the product.
If a recruiter already inspects every query and sequence, buy them a sourcing desk. The split is on this site.
A credit is one interested, interview-ready candidate. If nobody clears the bar, the credit stays unspent. Yearly billing saves 10 percent. Volume and specialized hiring is quote-only.
Monthly list prices, checked against the pricing page. Trial: 14 days, 3 New Roles, 12 Credits, no card.
Other desks and markets
Mira screens against the hiring bar you approve: required skills, seniority, domain background and the questions you would ask in a first call. The published Mira-Embeddings-V1 study covers how retrieval is tuned on recruitment data specifically. What Metix AI does not do is replace your technical interview; it ships the screening evidence with each booked candidate so your engineers spend their hours on people already worth the hour.
The people exist. Public Metix AI reports profiled 3,041 OpenAI engineers and 1,281 Anthropic engineers and researchers as full populations, and 56,861 engineering and research professionals across 15 U.S. AI-compute and chip companies. The AI-compute study found roughly one in seven of NVIDIA's engineers effectively locked in place by unvested equity: present, skilled, and not applying. Roles stay open because every serious evaluation costs senior engineer hours, so funnels get rationed to the width a panel can afford.
Sourcing runs across 860M+ profiles in more than 190 countries, per the published funding announcement. It is not limited to people active on one network, which matters for engineering searches where the strongest candidates are rarely applying anywhere.
No. Nothing we ship evaluates whether someone can build your system under your constraints. That judgment stays with your engineers. What arrives is a booked first interview with the screening evidence attached, so panel hours go to deciding rather than discovering a mismatch live.
The people are findable, so spend senior hours on people already worth the hour.