Worker Insights
Design of Work "Error Traps"
Learning Opportunites
Critical Risks
Psychosocial Insights
Events/Investigations
Just and Restorative Culture
Worker Insights
Unlocking Powerful Insights from the Frontlines of Work -Weak Signal and Latent Conditions Insight Analysis Agent
Our 4D Worker Insight AI Agent transforms raw worker stories into actionable insights, helping organizations learn from everyday work and drive meaningful change. The Agent using the 4Ds framework (Dumb, Dangerous, Difficult, Different), can categorize feedback to identify system constraints, safety risks, and operational inefficiencies. The Agent can also:
Deep Sentiment & Keyword Analysis: Make visible the emotions and themes within stories to highlight frustrations, risks, and successes.
Identify Systemic Patterns & Weak Signals: Connect the dots between daily work, psychosocial hazards, and performance gaps in Black Line/Blue Line.
Support Just Culture & Learning Teams: Help organizations shift from blame to learning, creating safer and more efficient workplaces.
Enable Proactive Risk Management: Highlight latent risks before they escalate, improving both worker safety and organizational resilience.
Design of Work "Error Traps"
HOP Error Traps and Design of Work Analysis and Insights Agent
This Agent can take the documented Safe Systems of Work (Forms, Procedures, Checklists etc) and analyze your documents to identify:
✅ Inconsistencies and ambiguous language
✅ Potential error traps and misinterpretations
✅ Blame language that hinders learning and improvement
✅ Critical risks, hazards, and missing controls
✅ Complex sentence structures (make it hard understand and apply)
✅ Complex wording that may impact ESL (English as a Second Language) workers
✅ Complex calculations that may impact workers with numeracy issues
The Agent can highlight key issues, suggest improvements, and prioritize critical changes to help you build safer, clearer, and more effective processes.
Optional deep dives include:
🔹 Performance Mode Analysis – Understanding how people interact with procedures under real-world conditions.
🔹 Risk-Important Actions – Identifying crucial steps that ensure safety and reliability.
🔹 Just Culture Review – Ensuring fairness and learning in incident investigations.
🔹 ESL Literacy & Numeracy Analysis – Making sure instructions are clear for all workers.
Learning Opportunites
Coming Soon.
In final stages of testing and deployment.
Critical Risks
Coming Soon.
In final stages of testing and deployment.
Psychosocial Insights
Coming Soon.
In final stages of testing and deployment.
Events/Investigations
Assurance and verification Agent for Investigations, Event Learning and Safety Communications.
This Agent is an assurance and verification tool to analyse and provide insights on information relating to near misses, events and safety comunications like "Safety Alerts", this Agent can help you to:
✅ Insights and learnngs from writer biases such as Hindsight, Funamental Attribution Error, Confirmation, Outcome and Normative and
✅ Use of words and language that can potentially "harm" (Moral Injury) and how to apply "healing" words instead
✅ Spot logical fallacies, counterfactuals, and circular arguments
✅ Strengthen investigations by focusing on system improvements
✅ Identify systemic drivers instead of blaming with “human error”✅ Ensure corrective actions address real, underlying issues
✅ Generate draft Executive Summary for review
✅ Generate draft Learning Summary "Storyboard" for review
Just and Restorative Culture
Coming Soon.
In final stages of testing and deployment.
