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AI Training

Benchmark-grade
AI data,
led end to end.

For frontier AI labs and data partners. I author tasks myself and lead the team that scales them.

Free · 30 minutes · No commitment

2,500+

Tasks delivered

90%

Acceptance rate

4.89/5

Average quality rating

25+

Contributors & reviewers

Hands-on

Tasks I author

The oracle passes. Empty agents and broken mutants fail. Holdout inputs catch hardcoded answers.

50 authored · 45 accepted

Terminal-Bench

Dockerized terminal tasks with reference solutions and deterministic tests.

9 authored · 7 accepted

SWE-bench

Real repository bugs, a fix, and the tests that prove it.

24 authored · 22 accepted

PaperBench

Research papers turned into graded rubric trees.

Quality

Four gates before anything ships

Most work passes. What doesn't goes back with notes, not to you.

How we start

Pilot first, then scale

  1. 01 · Day 1

    Share scope

    Domain, volume, rubric and timeline.

  2. 02 · Week 1

    Paid pilot

    5–10 vetted experts on a small batch you can grade.

  3. 03 · Weeks 2+

    Scale

    Full volume within weeks, with review built in.

Engagement

Two ways to work together

Individual specialist

From $30 / task

I do the work myself, where quality and accountability matter most.

  • Prompt writing & evaluation
  • CLI reasoning task design
  • Annotation & labeling
  • RLHF & red-teaming
  • Benchmark creation + test suites
Contact me

Coordinated delivery

Custom

A vetted team through FynoLabs, with me as your single point of contact.

  • Everything in the specialist tier
  • Contributor sourcing & management
  • Peer review & calibration
  • High-volume datasets
  • STEM, coding and finance
Start a pilot

Next step

Have a dataset to build?
Start with a pilot.

Tell me the domain, task type and volume. We'll scope a paid pilot with 5–10 vetted experts.

Book a free call

Free · 30 minutes · No commitment

Prefer email? prashantkumarsingh.work@gmail.com