What We Provide

The technical workforce behind frontier AI.

On-demand human expertise across RLHF, model evaluation, AI safety, code evaluation, and AI data work — with creative intelligence as a secondary offering. Every role carries a published hourly rate, and shortlists come back in 48 hours.

Engagement Models

Three ways to work with us.

Most common

Hourly Expert Contracts

One specialist, billed for hours worked at the rate published on the role. Start, pause, or stop as the training run needs.

For large data runs

Dedicated Expert Cohorts

A group of specialists working one domain to a shared rubric, with a lead who owns quality, throughput, and agreement scoring.

For fixed scope

Project-Based Delivery

A defined deliverable — an eval set, a red-team report, a benchmark, a shoot — priced against scope rather than hours.

01

RLHF & Human Feedback

The signal your reward model learns from

RLHF engineers build the pipeline — reward modelling, preference collection, grading rubrics — and human feedback experts produce the comparisons and written critiques that feed it. Inter-reviewer agreement is measured and reported, not assumed.

RLHF EngineersHuman Feedback ExpertsPrompt Engineering ExpertsReward ModellingPreference Data CollectionReviewer Calibration
02

Model Evaluation

Grading that a training loop can use

Evaluators grade output against your rubric across reasoning, factuality, and instruction-following, and write the justification behind each score. AI QA testers run structured regression across releases and agent flows, filing reproducible defects rather than impressions.

AI Model EvaluatorsAI QA TestersRubric GradingReasoning Trace ReviewRegression SuitesBenchmark Design
03

AI Safety & Red Teaming

Attack it before your users do

Safety specialists define policy, refusal taxonomies, and harm categories. Red team evaluators attack the model on purpose: adversarial prompt testing, jailbreak discovery, hallucination detection, and robustness testing under distribution shift — all measured against commitments you publish.

Adversarial Prompt TestingJailbreak TestingHallucination DetectionSafety EvaluationModel Robustness TestingHuman Preference Evaluation
04

Code Evaluation & Programming Experts

Senior engineers grading model code

Programming language experts write the reference solution and grade model-generated code on correctness, security, and idiom — across Python, TypeScript, JavaScript, Rust, Go, Java, and C++. AI coding specialists build the unit-tested, repository-scale benchmarks that measure whether a model can ship working software.

Programming Language ExpertsCode ReviewersAI Coding SpecialistsReference SolutionsRepo-Scale BenchmarksSecurity Review
05

AI Data & Datasets

Datasets designed, curated, and audited

AI data scientists own dataset design, sampling strategy, and contamination checks, then run the analysis that tells you whether a training run moved the metric. Training data specialists curate and quality-control at volume, with agreement scoring and an audit trail on every batch.

AI Data ScientistsTraining Data SpecialistsDataset DesignContamination ChecksAgreement ScoringQC Audits
06

Creative IntelligenceFeatured

Secondary offering

For teams doing generative creative work or capturing purpose-shot media: creative AI specialists who direct generative image, video, and audio workflows, plus the directors, cinematographers, editors, colorists, and sound designers behind production-grade capture where quality carries into the training set.

Creative AI SpecialistsFilm DirectorsCinematographers / DOPPost-Production LeadsColoristsVFX ArtistsMotion GraphicsSound DesignersAudio EngineersVideo Editors

Ready When You Are

Tell us the expertise you need.
Shortlist back in 48 hours.

Send the domain, the credential, and the hours. You get interviewed experts with verified credentials and a confirmed hourly rate for each.