Education-ready environmental intelligence for guided sensing and evidence-led learning.
PML Platform supports classroom investigations, sensor projects and guided capture workflows for education and training environments. It helps learners move from device preparation to structured sensing activity, evidence collection and interpretation. Questionnaire evidence, AI-assisted learning support and governance controls provide a clearer pilot-ready workflow for colleges, universities, STEM programmes and specialist training providers.
Structured learning workflows, guided environmental investigations, classroom sensing projects, questionnaire evidence collection, AI-assisted analysis and governance controls configured for educational deployment environments.
Education-ready capabilities across guided sensing, learning workflows, evidence and governance.
The shared platform layer supports pilot education deployments through classroom investigations, guided capture and controlled AI-assisted learning.
Operational activity and deployment readiness signals.
Validated sensing models with an expanding environmental roadmap.
Palmer-Hunter research outputs include gas-signature classification and CO₂ regression workflows, providing a validated modelling foundation for the Environmental Intelligence layer and its expanding environmental applications.
Designed for colleges, universities, STEM programmes and specialist training environments.
Education deployments use the same governed platform layer while focusing on learning evidence, sensor projects and classroom readiness.
Operational readiness across identity, data, devices, AI and governance.
Authentication, sessions, role-aware access and protected platform areas.
Environmental telemetry, evidence capture, structured observations and governed data workflows.
Device visibility, deployment assignment, readiness and firmware lifecycle controls.
Deployment workflows, telemetry services, monitoring and controlled operational processes.
Measurement-derived conditions and pattern detection are operational, with environmental interpretation and inference expanding through the intelligence layer.
Compliance, operational evidence and assurance workflows are progressing toward the next governance milestone.
Infrastructure, recovery and operational controls supporting pilot deployment.
Palmer-Hunter Labs operates a segmented platform architecture with controlled development workflows, authenticated access, monitored infrastructure, backup governance, recovery discipline and operational evidence signals for pilot-readiness review.
Operational controls supporting controlled pilot deployment.
Four deployment journeys built on one governed platform layer.
Active platform journey for guided learning, classroom sensing, questionnaires, devices and AI-assisted analysis.
Roadmap preview for field monitoring, telemetry intake, observations and operational alerts.
Agricultural Environmental Intelligence is online, combining soil sensing, field telemetry, monitoring context and governed interpretation for agriculture and land management.
Future journey for laboratory context, questionnaire evidence, audit trails and controlled analysis.