WM Labs

The bench where the next systems begin.

Experiments, prototypes and early product concepts — visible enough to learn from, structured enough to become real platforms.

Prototype

Semantic integration mapper

AI-assisted classification of messages and payloads between legacy and modern systems, with human review queues.

Research

Verifiable consultation kit

Lightweight patterns for anonymous feedback with cryptographic auditability outside full election setups.

Early product

Council services shell

Composable PWA shell for municipal services beyond waste — booking, permits and status.

Prototype

Field evidence capture

Offline-first media and form capture for inspections with sync and chain-of-custody metadata.

Experiment

Agent ops console

Operator UI for monitoring scoped AI agents: tools used, escalations and outcome logs.

Internal

Signal synthesis pipeline

Scheduled, bounded pipeline that turns source material into structured daily signals — cached, not live.

Interested in piloting a lab concept with your organisation?

Propose a pilot