Language-model work made NLP records more public than ever: model releases, eval results, cited papers. Reading the evidence is easy. Reaching the people is the hard part your pipeline fails at.
At research groups and AI startups worldwide; many were priced out of lottery-timed processes by employers who could not wait.
The O-1 standard is extraordinary ability, evidenced by things a hiring manager can actually read:
Candidates on O1DMatch arrive with profiles, evidence summaries and O-1 readiness indicators — the record is organized before you ever see the person.
Timing: this year's H-1B cap closed on July 17, 2026 and the next registration window is approximately March 2027. The O-1 files year-round, and premium processing returns a decision in 15 calendar days. Teams competing with the largest labs for the same ten résumés should be reading a different stack of résumés — this one.
The fastest way to see whether this pool holds your next NLP engineer: paste the listing. A person replies with matches, or with an honest "no match yet."
