Panalogy Lab

Panalogy Lab is a Queensland-based deep tech venture studio that builds agentic AI twins, closed-loop systems that observe, reason, plan, and act inside complex operations.

Our stack includes:

behavioural twins that forecast how people, machines, and markets respond
LLM-driven agents that write and execute control scripts
rapid-prototyped IoT and robotics that ground decisions in real-time data.

By combining behavioural science, applied AI, and safety engineering, we deliver solutions that raise productivity while protecting people and assets.

We offer integrated R&D and delivery through an Australian core team and a Vietnam-based development hub. This model halves burn without compromising quality. Our reusable assets, including SurveyLM (synthetic simulation engine), ExpertRec (semantic expert recommender), an IoT/robotics reference library, and high-fidelity behavioural twin models, compound across projects.

Proven results include:

• Icebreaker: a quality control retrofit for an international ice cream manufacturer
• autonomous Railway Inspection Robot
• AI scoping study and integration roadmap for Verbrec (ASX: VBC).

We convert unsolved, safety-critical challenges into transparent, human-aligned AI solutions with measurable ROI.

Our agentic AI journey includes four stages:

• Discovery Sprint (2–4 weeks) - Maps pain points, data assets, and workforce readiness using our Agentic AI Maturity Index. Identifies high-value use cases and quick wins.
• Feasibility Mini-Build - Prototypes modular components, behavioural twins, LLM agents, sensor and robot hardware, to de-risk ROI, safety, and governance.
• Pilot Deployment - Hardens code, integrates with PLCs, ERPs, or cloud stacks. Delivers dashboards, bias monitoring, and change management playbooks.

Examples include Icebreaker, which retrains behavioural models every shift, and the Rail Inspection Robot, which reduced crew days per kilometre by 33%.

Scale & Operate - Transitions to SaaS or Robot-as-a-Service subscriptions. Includes continuous retraining, synthetic agent stress tests, and 24/7 system health monitoring.

Clients can:

• license off-the-shelf modules like SurveyLM and ExpertRec
• commission bespoke builds via our “BYO & Build” track
• engage our advisory team for AI governance deep dives.

We offer open IP terms and transparent code, giving organisations full control while adopting AI faster, safer, and at lower cost.