research: SafetyLM, leading indicators & more | arrley labsskip to content
arrley labs

applied research

applied means it has to survive contact with real work. every project here is tested in the field, and each one says exactly where it's at.

01early accesshealth & safety

connects with safetyperformance

SafetyLM

the WHS assistant that shows its working.

SafetyLM began in the lab as one question: can AI answer WHS questions without inventing the law? it is now a commercial product for AU/NZ practitioners. it answers from a practitioner's knowledge base and public regulator guidance, checks every section it cites against those sources, and declines when it can't verify a figure.

passages indexed from 338 documents
30,000+
jurisdictions across AU and NZ
10
guided tasks, from SWMS review to board papers
14
02in developmentorganisational performance, health & safety

connects with performance

the leading indicator project

finding the signals that move before harm does.

most safety dashboards report what already happened. this project catalogues the indicators organisations actually track, then tests which ones genuinely lead: which signals shift before incidents, and which are just noise with a good reputation.

03in developmentoperational excellence

connects with culturesafety

the work-as-done field method

a field method for the work no procedure describes.

every organisation has a gap between work-as-imagined and work-as-done. this project turns the study of that gap into a repeatable field method: learning teams, friction mapping and procedure-vs-practice comparisons that produce findings you can compare across sites.

04exploringpeople & culture

connects with cultureperformance

the pulse instrument

psychosocial risk, measured at the speed it moves.

long-form psychosocial surveys are rigorous but exhausting, so they run once a year and age immediately. we are exploring a short-form monthly check-in that line leaders can run themselves, designed to track against the long-form instruments rather than replace them.

05exploringhealth & safety, operational excellence

connects with safetyperformance

the critical risk & control builder

bowties that do more than hang on the wall.

a visual bowtie builder that is easy to use and powered by AI. it understands the context and scope of your work and of your organisation, so the bowties it helps you build reflect how your sites really run. bowties you will use, rather than ones that live in a system by themselves.

open questions

what we're exploring

the full agenda. open questions become projects when we find a way to test them properly, and get retired honestly when we can't.

health & safety

  • which leading indicators actually lead?
  • can regulatory guidance be made usable at the front line without losing precision?

people & culture

  • what makes speaking up normal instead of brave?
  • can psychosocial risk be measured as routinely as physical risk?

organisational performance

  • what would board reporting look like if directors could ask their own questions of the data?
  • which metrics change decisions, and which just fill slides?

operational excellence

  • how big is the gap between work-as-imagined and work-as-done, and where does it cost the most?
  • when does simplifying a process also make it safer?

hard problems aren't solved alone

we're building an open community of safety professionals, wherever they work in the world, who want to solve the field's hardest problems and build the tools that should already exist.

join us