Products
Our products encode that full spectrum: expert evaluation, preference signals, adversarial testing, and the routing infrastructure that turns a capable model into a reliable one.
Rubric and Verifier-based Evaluation
Expert-designed evaluation frameworks for reasoning-intensive tasks. Transform subjective quality judgments into scalable training signals.
Tool-calling Evaluation Environments
Comprehensive evaluation across API integrations and service interfaces — enabling verification of agent capabilities in realistic workflows.
Supervised Fine-Tuning Data
High-quality prompt–response pairs with detailed evaluation traces. Teaching models operational patterns across diverse task categories.
Computer-use and Browser-use Evaluation
Human-evaluation of interaction sequences across desktop and web environments. Teaching models to navigate software through expert judgment.
RLHF and Preference Modeling
Comparative ranking data and reward model training sets derived from expert judgments across domains.
Intelligent Routing
Dynamic request classification and model selection for cost-efficient, quality-aware deployment.
Code Generation Evaluation
Multi-language assessment suites covering correctness, efficiency, style compliance, and edge-case handling.
Professional Domains
Vertical-specific evaluation in law, medicine, finance, engineering — wherever specialized judgment separates adequate from excellent.
Deep Research
Extended reasoning evaluation, multi-step problem assessment, and research synthesis validation.
Loss Pattern Analysis
Diagnostic datasets identifying systematic failure modes, hallucination patterns, and degradation signatures.
Multimodal Assessment
Vision-language evaluation, document understanding, chart interpretation, and cross-modal reasoning verification.
Off-the-shelf Data
Pre-built evaluation and training sets for common domains — ship faster with validated starting points.
Custom Evaluations and Training Datasets
Bespoke evaluation and routing infrastructure aligned to your specific models, tasks, and quality thresholds.