Comprehensive AI data ops services which accelerate performance and ensure safety across the model lifecycle.


Human preference data and structured reward signals to optimize model behavior.


High‑quality labeling across text, image, audio, and multimodal datasets.


Systematic testing for safety, bias, and performance across domains.


Human scoring of outputs for relevance, coherence, and style.


Human review for harmful, biased, or inaccurate outputs across use cases.


Deploy trained evaluators on demand for proprietary tasks and private data.


Human preference data and structured reward signals to optimize model behavior.
High‑quality labeling across text, image, audio, and multimodal datasets.
Systematic testing for safety, bias, and performance across domains.
Human scoring of outputs for relevance, coherence, and style.
Human review for harmful, biased, or inaccurate outputs across use cases.
Deploy skilled evaluators on demand for proprietary tasks and private data.
Powered by a vast network of skilled experts servicing on the Arise® Platform, Halo delivers precision, scalability, and security for mission‑critical AI programs.
Flexible human intelligence on demand, across time zones.
Healthcare, finance, robotics, legal, and more — calibrated for your tasks.
Coverage across regions and languages for model training and evaluations.
Enterprise‑grade data handling, security controls, and auditability.
Multi‑layer QA, gold‑standard checks, and continuous calibration.
Private deployments and secure workflows that fit your stack.


From frontier labs to applied AI, Halo partners with experts that demand performance and trust.


AI model training, alignment, and evaluation services for large-scale models.


Feedback and evaluation
loops for perception and
control systems.


Human oversight, red‑teaming,
and policy testing for safe and
ethical AI deployment.


Domain‑expert evaluations for
clinical, biomedical, and
life‑sciences models.




Scalable human‑in‑the‑loop
processes for secure model data pipelines.