Risk Intelligence Overview

SoterAI’s Risk Intelligence layer transforms raw safety data into actionable, forward‑looking insights. By continuously ingesting and analyzing your organization’s incident records, hazards, controls, and related documentation, it generates dynamic risk scenarios tailored to your operations, environments, and teams.

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Why Risk Intelligence Matters

• Proactive Prevention
  Instead of reviewing past incidents, Risk Intelligence forecasts “Next Incident Likely To…” so you can address emerging hazards before they lead to injury.

• Contextual, Data‑Driven Insights
  Combines your internal data (incidents, hazards, controls, procedures) with external standards to highlight missing or ineffective controls in the precise context where they matter.

• Agentic AI Integration
  Supports SoterAI’s agentic workflows and Chat Assistant by providing up‑to‑date scenario inputs—enabling automated corrective‑action plans, inspection workflows, and report generation.

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How It Works

1. Data Ingestion via Data Sources
Upload structured data—CSV/Excel files of incident logs, hazard inventories, control checklists, and policy docs—into the Data Sources repository, or configure API connections for automated syncs from your safety systems.

2. Model Building
The EHS‑tuned AI parses your uploaded data to extract discrete incidents, hazards, and controls, then merges these into a unified risk register.

3. Scenario Generation
Scenarios are continuously recalculated and ranked by the combined likelihood × severity metric. Each scenario detail includes:

• Summary of related incidents and hazard sources

• Current controls in place and any identified gaps

Each scenario receives:

• a likelihood score (based on incident frequency and predictive factors)

• a severity score (based on potential impact)
  These metrics are calculated using a model trained on over 20 million industry data points and global safety standards.

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Referencing Scenarios in Workflows

Risk scenarios feed directly into SoterAI’s workflows and Chat Assistant:

• Corrective Action Tasks: Automatically pre‑load top control gaps into your action‑assignment workflow.

• Targeted Inspections: Launch inspection workflows focusing on high‑risk scenarios.

• Report Insertion: Embed scenario summaries into audit and compliance reports with a single click.

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Key Benefits

• Preventative Focus: Identify and mitigate risks before they manifest as incidents.

• Operational Accuracy: Base decisions on your real data instead of generic assumptions.

• Efficiency: Reduce manual risk‑analysis steps by leveraging AI‑driven scenario generation.

• Scalability: Maintain a centralized, organization‑wide risk register across multiple sites and teams.

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This overview provides the foundation for working with Risk Intelligence. For details on configuring your data feeds or exploring the Risk Intelligence dashboard, see the related articles in this section.