Solutions
Built for the work that trains modern AI.
LLM evaluation, RLHF, reasoning verification, red teaming, and multimodal labeling, all running on the same private workspace, paid out on-chain.
LLM Evaluation
Human evaluation of model outputs across factuality, helpfulness, and safety. Side-by-side comparisons, rubric scoring, and benchmark creation.
RLHF & Preference Data
Preference rankings, DPO pair generation, reward-model training data. Domain experts compare model outputs and produce alignment-grade signal.
Reasoning Verification
Step-level evaluation of chain-of-thought reasoning. PhDs in math, code, and logic mark which steps are valid and which break.
Red Teaming & Safety
Adversarial prompt crafting, jailbreak discovery, bias evaluation, and safety policy testing, run by your trusted experts in your private workspace.
Multimodal labeling
Beyond text, image, audio, video.
Worqgrid Studio handles every common modality without bolt-on integrations.
Image annotation
Bounding boxes, polygons, keypoints, segmentation masks.
Text annotation
Classification, NER/span, hierarchical labels, free-form rewrites.
Audio transcription
Speech-to-text, speaker diarization, event tagging.
Video annotation
Frame-level boxes with object tracking, action segments.
One workspace, every workflow.
Run evaluation, alignment, and labeling side by side, for your team, in your custody, paid out on-chain.