HSE AI Prompt Library | HSEStack
Best AI Prompts for HSE Professionals

HSE AI Prompt Library

40+ ready-to-run prompts for health, safety, and environment professionals — covering incident investigation, risk assessment, toolbox talks, audits, emergency planning, behavioural safety, and more. Click a prompt to open it and copy.

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01

Incident Investigation

Turn raw notes into structured reports and root causes
Draft the incident report Structures scattered field notes into a formal report Reporting
“Here are my raw notes from an incident at [site/location] on [date]: [paste notes]. Write this up as a formal incident report with sections for: what happened, immediate actions taken, injuries/damage, witnesses, and timeline. Use neutral, factual language — no blame, no speculation about cause.”
Run a root cause analysis 5-whys and fishbone structuring from the incident report Root Cause
“Using the incident report above, run a 5-whys analysis to get from the immediate cause to the root cause. Then sort contributing factors into a fishbone structure: people, equipment, process, environment. Flag which factors are within our control to fix versus [external/regulatory].”
Build corrective actions Converts root causes into an assignable action plan CAPA
“From the root causes identified above, draft a corrective action plan. For each action give: what to do, who's responsible (role, not name), target date, and how we'll verify it worked. Separate immediate/interim fixes from permanent fixes.”
Write the lessons-learned bulletin Turns the investigation into a shareable safety alert Communication
“Turn this incident investigation into a one-page safety bulletin for [audience]. Include: what happened (no names), the root cause in plain language, and 2–3 concrete things people should watch for or do differently. Keep it under [250] words.”
Reconstruct an incident timeline Sequences fragmented witness statements into a clear chronology Timeline
“Here are statements from [number] witnesses to the incident on [date]: [paste statements]. Build a single chronological timeline, flag where accounts conflict, and note any time gaps that need further investigation.”
Prepare witness interview questions Generates open, unbiased questions for post-incident interviews Investigation
“Generate a set of open-ended, non-leading interview questions for witnesses to a [incident type] involving [brief description]. Group questions by theme: before the event, during, after, and systemic factors. Avoid any phrasing that implies blame.”
02

Risk Assessment

Before-the-fact hazard identification and controls
Draft a Job Safety Analysis Breaks a task into steps, hazards, and controls JSA
“Write a Job Safety Analysis (JSA) for the task: [task]. Break it into sequential steps. For each step, list the hazards present and the specific controls (elimination, engineering, PPE) that apply. Flag any step that likely requires a permit.”
Score a risk matrix Rates likelihood and severity for a list of hazards Risk Matrix
“Here's a list of hazards for [activity/site]: [paste list]. Score each on a 5×5 likelihood/severity matrix, give the resulting risk rating, and suggest one control that would move each high or extreme rating down at least one level.”
Review a permit-to-work Sanity-checks a filled-out permit before sign-off Permit Review
“Review this permit-to-work for [task type]: [paste permit text]. Check for missing controls, unclear responsibilities, or gaps between the stated hazards and the listed precautions. List issues by severity — don't rewrite the whole document.”
Scope a management-of-change Hazard scan for a process or equipment change MOC
“We're changing [what's changing]. List the hazards this change could introduce that weren't present before, who needs to sign off, and what documentation (SDS, training, procedure updates) needs revisiting.”
Apply the hierarchy of controls Maps a hazard through all five control levels Controls
“For the hazard: [describe hazard] in a [industry/setting] context, work through the hierarchy of controls — elimination, substitution, engineering, administrative, PPE — and give at least one practical example at each level.”
Identify hidden or overlooked hazards Surfaces non-obvious risks missed in routine inspections Hazard ID
“List the top 10 hidden or overlooked hazards in a [industry/workplace type] that HSE professionals commonly miss during routine site inspections. For each, explain why it's easy to miss and what to look for.”
03

Toolbox Talks & Training

Short-form material for crews, inductions, and refreshers
Write a toolbox talk 5-minute talking points for a shift briefing Toolbox Talk
“Write a 5-minute toolbox talk on [topic] for [crew type]. Structure: why it matters today, 3 things to watch for, 1 thing to do differently this shift. Plain spoken language, no jargon, no more than [300] words.”
Outline a training module Structures a longer induction or refresher course Training
“Outline a training module on [topic] for [audience]. Give me: learning objectives, section breakdown with time estimates, a knowledge-check question per section, and one practical/hands-on component.”
Write a site induction script Covers key rules, hazards, and emergency drills for new arrivals Induction
“Write a site induction script for new workers arriving at a [site/facility type]. Cover: key site rules, top 5 hazards, emergency assembly point and evacuation procedure, and reporting requirements. Keep it under [15 minutes] spoken time.”
Generate scenario-based quiz questions Creates realistic situational questions for competency checks Quiz
“Write [10] scenario-based quiz questions for [topic] targeting [audience]. Each question should present a realistic workplace situation, offer 4 answer options, and include a brief explanation of the correct answer.”
04

Audits & Compliance

Preparing for inspections and checking against standards
Build an audit checklist Generates a site-specific inspection checklist Audit
“Build an audit checklist for [area/activity] against [standard/regulation]. Group items by severity of consequence if non-compliant — not by document section — so the highest-risk items get checked first.”
Find compliance gaps Compares a procedure against a named standard Gap Analysis
“Compare this internal procedure: [paste procedure] against the requirements of [standard/regulation and clause]. List gaps only — don't rewrite the procedure — and mark each gap as a documentation gap or an actual practice gap.”
Draft an audit finding report Turns rough audit notes into a formal finding with evidence Audit Findings
“Turn these audit notes into a formal finding report: [paste notes]. For each finding include: reference clause, observation, objective evidence, risk rating (critical/major/minor), and a recommended corrective action with a suggested timeframe.”
Summarise a regulation in plain language Makes dense legal text readable for frontline teams Regulatory
“Summarise the key obligations of [regulation/standard name and clause] in plain language for a [role/audience]. Focus on what they must do, what they must not do, and what records they must keep. Avoid legal jargon.”
05

Emergency Preparedness

Plans, drills, and crisis communication
Draft an emergency response plan Builds a structured ERP for a specific emergency scenario ERP
“Draft an emergency response plan for a [emergency type: fire/chemical spill/medical/etc.] at a [facility type] with [number] personnel on site. Include: activation trigger, roles and responsibilities, communication chain, evacuation steps, and post-incident review requirements.”
Design a tabletop exercise Creates a scenario to test emergency response without mobilising resources Drill Design
“Design a tabletop exercise for a [emergency type] at a [organisation type]. Include: scenario narrative with inject timeline, discussion questions for each phase, evaluation criteria, and a debrief guide for the facilitator.”
Write a crisis communication statement Drafts an initial stakeholder notification following a serious incident Crisis Comms
“Draft an initial crisis communication statement for [stakeholder group: regulator/media/employees/community] following a [incident type] at [location]. Acknowledge the event, state current actions, avoid speculation, and include a next-update timeframe.”
Create an evacuation procedure Step-by-step evacuation for a specific building or site Evacuation
“Write an emergency evacuation procedure for a [building type/number of floors] with [approximate number] occupants. Include: alarm response, warden roles, routes, assembly points, roll call process, and re-entry criteria. Format as a numbered step-by-step guide.”
06

HSE Performance & Metrics

KPIs, dashboards, and data interpretation
Define leading and lagging KPIs Builds a balanced set of performance indicators for a function KPIs
“Suggest [10] leading and [10] lagging HSE performance indicators for a [industry] company. For each KPI state: what it measures, how to calculate it, data source, and reporting frequency.”
Interpret incident trend data Finds patterns and priority areas in raw incident statistics Data Analysis
“Here is 12 months of incident data for our [site/department]: [paste data or summary]. Identify the top 3 trends, highlight any leading indicators of serious injury, and suggest 2 targeted interventions based on the data.”
Write an HSE board report Converts operational data into an executive-level summary Reporting
“Write a monthly HSE board report for [period] using this data: [paste metrics/incidents]. Include: performance summary, top issues, CAPA status, and a recommended board-level decision or resource request. Keep it to one page.”
Build a HSE scorecard Frames performance across multiple dimensions for a project or site Scorecard
“Design an HSE performance scorecard for a [project type/site] covering the full project lifecycle. Include KPI categories, target thresholds for green/amber/red status, and a suggested review cadence for each category.”
07

Behavioural Safety & Culture

Engagement, observation programmes, and leadership
Design a BBS observation programme Builds a structured behavioural observation and coaching process BBS
“Design a Behavioural Based Safety (BBS) observation programme for a [industry] workforce of [size]. Include: observer selection and training, observation criteria, coaching conversation guide, data collection method, and how results feed back into management.”
Write a safety culture survey Creates a diagnostic questionnaire to baseline safety climate Culture
“Create a safety climate survey for [organisation type] with [20] questions covering: leadership commitment, communication, risk perception, near-miss reporting culture, and worker participation. Include a 5-point Likert scale and 2 open-text questions.”
Coach a supervisor on safety conversations Prepares leaders to have effective in-field safety discussions Leadership
“Write a coaching guide for frontline supervisors at a [industry] site on how to have a meaningful safety conversation in the field. Include: how to open the conversation, active listening prompts, how to address an at-risk behaviour without creating defensiveness, and how to close positively.”
Improve near-miss reporting culture Strategies to increase voluntary hazard and near-miss reporting Reporting Culture
“Our [industry] workforce rarely reports near misses. Give me 6 practical, evidence-based strategies to increase voluntary reporting — covering psychological safety, system simplicity, leadership response, and recognition — with implementation steps for each.”
08

Environmental & Sustainability

Aspects, impacts, spill response, and waste management
Build an aspect and impact register Identifies significant environmental aspects for an operation Environmental
“Create an environmental aspect and impact register for a [type of operation/facility]. For each aspect list: associated activity, potential impact, significance rating (high/medium/low), applicable legal requirement, and the recommended control measure.”
Write a spill response procedure Step-by-step spill containment and reporting guide Spill Response
“Write a spill response procedure for [substance type] at a [facility type]. Cover: immediate containment actions, PPE required, notification chain (internal and regulatory), clean-up steps, waste disposal, and post-incident documentation.”
Draft a waste management plan Covers classification, storage, handling, and disposal Waste Mgmt
“Draft a waste management plan for a [facility/project type]. Include: waste stream classification (hazardous/non-hazardous), on-site storage requirements, handling procedures, approved disposal pathways, record-keeping obligations, and staff responsibilities.”
Summarise chemical SDS for workers Converts a dense Safety Data Sheet into a usable quick-reference Chemical Safety
“Summarise the Safety Data Sheet for [chemical name] into a one-page worker quick-reference card covering: health hazards, safe handling, required PPE, emergency first aid, spill response, and storage requirements. Use plain language and avoid technical jargon.”
09

HSE Management Systems

ISO 45001, policies, procedures, and system implementation
Draft an HSE policy statement Creates a board-level commitment statement aligned to ISO 45001 Policy
“Write an HSE policy statement for a [company size] [industry] company that aligns with ISO 45001:2018 requirements. It should cover leadership commitment, worker participation, continual improvement, and legal compliance. Suitable for signing by the CEO.”
Run an ISO 45001 gap analysis Compares current HSMS maturity against the standard's requirements ISO 45001
“Create a gap analysis framework comparing our current HSE management system practices against each clause of ISO 45001:2018. For each clause, provide: what's required, example evidence of conformance, and a maturity rating scale (not started / partial / fully implemented).”
Write a contractor management procedure Covers pre-qualification through to performance review Contractor Mgmt
“Write a contractor HSE management procedure for a [industry] organisation. Cover: pre-qualification criteria, on-boarding requirements, on-site rules and supervision, incident reporting obligations, performance evaluation, and grounds for removal from site.”
Prepare a management review agenda Structures the periodic HSMS review meeting for leadership Mgmt Review
“Create a management review meeting agenda and report template for a [company type] HSE Management System review aligned with ISO 45001 clause 9.3. Include all mandatory inputs, suggested discussion questions, and a decision/action log template.”
Verify before you rely on it: AI output can misstate regulatory clause numbers, invent plausible-sounding standards, or miss local variations. Treat every prompt here as a first draft — have a qualified HSE professional confirm anything that touches permits, regulatory citations, or life-safety controls before it's acted on.