human-in-the-loop workflows

AxiomFlux Inc. describes itself as the first AI orchestration layer for safety-critical engineering. Its HyperFlux product synchronizes engineering tools with deterministic, human-in-the-loop workflows.

AI orchestrationengineering tool synchronization

AXOLTL is an early-stage AI company building adaptive AI systems for real-world operations. It builds IRIS, a computer vision lifecycle platform for building, deploying, and improving object detection systems, and PlayMaker, an operational AI orchestration prototype for coordinating sensors, models, workflows, and human decisions. AXOLTL also works with partners on custom development, pilots, and technical consultation.

adaptive systemscomputer visioncustom software developmentdata and system integrationedge AIoperational orchestrationworkflow automation

Defined.ai is an AI data marketplace and services provider that enables enterprises to buy or commission high-quality training data for artificial intelligence, including speech, text, image, video, and multimodal datasets. It offers custom data collection, data annotation, model evaluation, machine translation, and conversational AI solutions, with a focus on multilingual and domain-specific data. The company states it is ISO 27001, 27701 and 42001 accredited and GDPR and HIPAA compliant.

data annotationdata collectionLLM fine-tuningmachine translationmodel evaluationmultimodal data collection