The human intelligence infrastructure for frontier AI.
We provide enterprise AI labs, engineering teams, and platforms with high-signal evaluation pipelines, rigorous RLHF rubrics, and vetted remote technical talent.
What We Offer
Comprehensive Evaluation & Talent Infrastructure
Designed for companies training, aligning, or integrating LLMs and generative intelligence systems.
Human-in-the-Loop (RLHF) & Model Evaluation
Ground-truth evaluation pipelines built for LLMs, multimodal agents, and reasoning models. We calibrate human evaluators against custom rubrics across instruction following, factuality, and nuance.
Specialized Rubrics & High-Complexity Annotations
High-signal annotation by credentialed professionals. We staff dedicated pods across technical disciplines to evaluate frontier model generations.
Deterministic Talent Sourcing & Pod Mobilization
Access a vetted network of 10,000+ calibrated AI trainers, software engineers, and QA specialists. Zero-hallucination deterministic matching deployed to your projects within 48 hours.
Workflow Automation & API Data Ingestion
Automate high-volume task pipelines with direct API ingestion, custom webhook delivery, format validation, and automated quality gates before data enters your training clusters.
Our Capabilities & Limitations
We believe in total engineering transparency. Here is exactly what our infrastructure is engineered to deliver, and what falls outside our operational scope.
What We Excel At
- •High-density human evaluation & RLHF rubric execution
- •Model benchmark audits, red-teaming, and alignment datasets
- •Vetted remote AI workforce management with rigorous QA
- •Deterministic candidate scoring & custom team augmentation
Our Explicit Engineering Boundaries
- •We do NOT host raw multi-billion parameter GPU pre-training clusters from scratch.
- •We do NOT sell generic, unverified web-scraped synthetic datasets without human inspection.
- •We partner directly with your machine learning teams to supply the human intelligence and evaluation infrastructure that make your models perform.
Start an Enterprise Pilot
Tell us about your model, evaluation criteria, or staffing requirements. Our team will review your specifications within 24 hours.