Human Infrastructure for AI

We build the data
behind frontier AI.

Expert-driven data programs for RLHF, agentic evaluation, robotics, and post-training — trusted by teams building the next generation of AI.

CodingAgentic WorkflowsRoboticsWorld ModelsRLHF / SFT
Proven at scaleLive

0+

Tasks delivered

Executable benchmark tasks built end-to-end

0%

Acceptance rate

Accepted on delivered benchmark tasks

Expert-led

Domain specialists, not crowdworkers

Global

Multi-language, multi-domain coverage

Quality-first

Multi-stage QC on every deliverable

Fast

Weeks to first delivery, not months

Benchmark track record

Two benchmarks delivered. Two more in the works.

We shipped Terminal-Bench 1 and 2 at production scale — and we're actively building and researching Terminal-Bench 3 and 4, the next frontier of agent evaluation.

Delivered

Terminal-Bench 1

Foundational terminal-agent tasks built and shipped.

Delivered

Terminal-Bench 2

1,000+ executable tasks created across multiple domains.

In progress

Terminal-Bench 3

Actively building the next generation of harder tasks.

In progress

Terminal-Bench 4

Researching the requirements for the next frontier.

Why us

Built for teams shipping frontier models.

We handle the data complexity so you can focus on what matters — building better AI.

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Quality

First

Quality at Scale

Multi-stage quality gates with consensus scoring and model-in-the-loop verification. Every deliverable is audited.

Fast

Delivery

Speed to Production

From kickoff to first delivery in weeks, not months. Pre-built pipelines and managed expert teams match your training cadence.

Expert

Teams

Expert-Led Workforce

Senior engineers, PhDs, linguists, researchers — not crowdsourced generalists. Background-checked and NDA-bound.

Secure

By design

Enterprise Security

Data residency controls, end-to-end encryption, role-based access, and complete audit trails for every session.

Ready to scale your
data programs?

Talk to our team about building custom data pipelines for your AI models.