SAFETY & HEALTH (EHS) / WORKFLOW 24
AI Incident & Near-Miss Investigation
Turn notes into a reviewable draft. Keep actions visible.
AIGreen Plus can scope a human-reviewed workflow that organises approved incident and near-miss information, prepares a consistent investigation draft, and keeps preventive actions visible. It is a proposed assistance layer, not an emergency response system, automatic safety decision-maker, or substitute for a qualified Malaysian EHS investigation.
Human review retainedIntegration subject to discoveryFictional dashboard concept
See the dashboard concept ↓
Image status: generating — final scene not yet confirmed.
This workflow organises approved incident or near-miss forms, supporting evidence, site context and action records into a structured investigation pack. It can draft a chronology, highlight missing fields and track preventive-action status for Malaysian manufacturing teams. An authorised EHS investigator must verify facts, assess causes, protect personal information, approve wording and decide whether any action is closed; the workflow does not determine blame, emergency response or permission to operate.
01 / SEE THE OUTPUT
Investigation Review Queue
FICTIONAL SAMPLE / four anonymised records in a monthly queue. A clear view of the records, calculations and exceptions your team may need to review.
PROPOSED DASHBOARD CONCEPT
FICTIONAL SAMPLE / four anonymised records in a monthly queueInvestigation Review Queue
Open age by fictional investigation record
Fictional sample values · Fictional open ages; no safety claim.
Unit: days
| Sample record | Event type | Open age (days) | Actions logged | Workflow state |
|---|---|---|---|---|
| Sample 1 | Near-miss | 1 | 2 | Review-ready |
| Sample 2 | Incident | 3 | 4 | Investigator review |
| Sample 3 | Near-miss | 6 | 3 | Review-ready |
| Sample 4 | Incident | 4 | 5 | Review-ready |
AI-assisted draft / requires verification
Three rows are Review-ready; one needs review. Sample has 14 actions and one-to-six open days; investigator verifies facts and next steps.
02 / THE WORKFLOW
Five steps, with an accountable owner.
The example separates deterministic checks from AI-assisted drafts, exceptions and decisions.
- 01↓
Intake and Triage
Register case and urgencyRecord details, classify and route urgent matters.
OWNER / CONTROLEHS coordinator / site procedures - 02✓
Evidence Pack
Assemble supporting contextGroup context; flag missing or restricted fields.
OWNER / CONTROLEHS investigator / provenance - 03≡
Investigation Draft
Structure chronology safelyDraft chronology and prompts; do not guess causes.
OWNER / CONTROLQualified investigator / verification - 04◎
Action Review
Agree actions and ownersPresent actions, owners and dates for approval.
OWNER / CONTROLEHS manager / approval - 05↗
Closure and Learning
Confirm evidence and themesRecord closure evidence and share lessons.
OWNER / CONTROLEHS manager / privacy
If a check fails: Hold the record for its owner, correct the source and preserve the approved manual fallback.
03 / RESPONSIBILITIES
Automate the repetition. Keep the judgment.
| Task | Manual today | Proposed assistance | Human review / owner |
|---|---|---|---|
| Capture event facts | Re-key emails and forms into a case file. | Apply fields and flag missing entries. | EHS investigator verifies and approves. |
| Assemble evidence | Search folders for statements, images and records. | Group evidence and arrange a labelled chronology. | Investigator confirms provenance and permissions. |
| Prepare the investigation template | Rewrite notes and chase missing context. | Draft sections and prompts without inferring cause. | Investigator determines facts, causes and escalation. |
| Track actions to closure | Maintain action lists and send reminders. | Track owners, dates, status and evidence. | Managers approve; EHS verifies closure. |
Create traceable investigation pack
Map forms and evidence into draft.
Standardise fact capture
Use fields; investigator owns wording.
Make follow-up visible
Show owner, date, status and evidence in queue.
Share verified learning carefully
Prepare redacted themes without details or blame.
04 / TRANSPARENT FIGURES
Show the working behind the claim.
These numbers show one hypothetical calculation method. They are not customer evidence.
HYPOTHETICAL WORKED EXAMPLE / NOT CUSTOMER RESULTS
75 → 45 combined labour minutes for the same task.
12 one incident or near-miss investigation record units per month × 30 minutes less per unit.
8 → 3 per 100 checked error-affected administrative entries, not incidents/accidents/disease/product defect outcomes (5.0 percentage points).
See assumptions and calculations
| Measure | Illustrative calculation | Meaning and limit |
|---|---|---|
| Labour effort | (75 − 45) ÷ 75 × 100 = 40.0% | Same workload and expected review quality; includes ongoing exception checks as scoped. |
| Time capacity | (75 − 45) × 12 ÷ 60 = 6.0 hours | Released time is not payroll savings or guaranteed job reduction. |
| Admin checks | (8 − 3) ÷ 100 = 5.0 percentage points; 62.5% relative | Hypothetical check of missing owner, date or source fields; not a safety, investigation, legal or quality guarantee. Baselines require agreed measurement and authorised review. |
Hypothetical like-for-like comparison: one record takes 75 minutes for manual collation, drafting, updates and exceptions; proposed assistance takes 45 minutes including human verification, approval and exceptions. Administrative effort only, not emergency response or factory safety.
Scenario figures are illustrative arithmetic, not benchmarks, forecasts, actual customer results or guarantees. Measure a like-for-like pilot with the same definitions before making a claim.
05 / PROPOSED DELIVERY
Scope one process, then measure it.
Discover controls and scope
Map incident, near-miss, privacy, escalation and closure controls.
What you receiveScope, owners, fields and access assumptions.Configure the draft workflow
Configure templates, labels, missing-field checks, statuses and approval gates.
What you receiveTemplate, field rules and approval checklist.Pilot with anonymised examples
Run de-identified records through intake, drafting and action tracking; log exceptions.
What you receivePilot log and exception register.Handover and support design
Document ownership, fallback, access, retention, training and measurement before use.
What you receiveHandover pack and written support terms; no implied 24/7 service.06 / BEFORE YOU INVEST
Inputs, boundaries and ownership should be clear.
What to prepare
- Approved incident and near-miss fields, supplied by the EHS coordinator
- Redacted witness statements and attachments, supplied by the authorised investigator
- Shift, area, equipment and task context, supplied by operations with EHS approval
- Preventive-action register, owners, dates and closure evidence, supplied by EHS
- Taxonomy, templates, escalation and closure rules, owned by the EHS manager
What to agree in writing
- Emergency response, medical attention, scene control, notifications and site procedures remain primary.
- No automatic root cause, blame, severity, discipline, closure or final finding is provided.
- Use least-necessary anonymised data; privacy review, access and retention require agreement.
- No machinery control, permit-to-operate, certification, acceptance or resume-work decision is provided.
- Interfaces, testing, fallback, licences, training, support and costs require written agreement.
Confidence comes from traceable evidence.
Define the baseline and acceptance criteria before a pilot, trace outputs to approved sources, record review and exception effort, and make a scale/revise/stop decision with the process owner.
07 / CLEAR ANSWERS
10 questions. Practical answers.
Clear answers
Frequently asked questions.
Ten workflow-specific questions on scope, integration feasibility, controls, costs and measurement.
What does this incident and near-miss workflow actually produce?
It organises case data, groups evidence, drafts chronology and template, flags missing fields, and tracks actions. It is not a final finding; an authorised EHS investigator verifies and approves output.
Can it work with our existing EHS, HR or factory systems?
A proposal can use approved exports, forms, folders or exchange methods; no integration is assumed. Feasibility depends on interfaces, permissions, formats, testing and fallback, confirmed during written discovery before implementation.
What should we provide for an initial assessment?
Provide a small approved, anonymised set of forms, templates, action records, context and closure rules. Remove unnecessary names and identifiers; the EHS owner confirms each example is authorised for assessment.
Who is responsible for approving an investigation or preventive action?
The authorised EHS investigator and manager remain responsible. They verify evidence, determine causes, approve actions and confirm closure. The workflow drafts and reminds; it cannot approve, blame or close a case.
Do the illustrative labour figures mean payroll savings or fewer jobs?
No. The scenario illustrates hypothetical administrative effort with human review. It does not promise payroll savings or fewer jobs. Measure documented time, exception effort and check quality on agreed sample.
Are the dashboard numbers actual customer results?
No. Dashboard and scenario figures are fictional assumptions, not customer evidence, benchmarks, safety statistics or guarantees. Any improvement claim needs documented measurement, a baseline and authorised review in your environment.
How are access, security and privacy handled for sensitive case records?
Design access, retention, redaction and transfer around approved policy, with qualified Malaysian privacy review where needed. Use least-necessary data and role-based approval; this is not compliance certification or a promise.
How soon can a pilot or milestone begin?
Timing is not promised. Scope, data readiness, reviewers, access, interfaces, testing and review cycles determine milestones. Discovery should document dependencies and checks for approval without bypassing site or emergency procedures.
What determines the quotation and any recurring cost?
Quote and recurring cost depend on scope, templates, data preparation, access, interfaces, testing, training, hosting, licences, support and change requests. No price is implied; responsibilities and costs require written approval.
Who owns the workflow after handover, and is support 24/7?
Name an EHS owner, reviewers, data owner and technical contact. Handover defines maintenance, training, fallback and issue handling. Support hours and response targets require agreement; 24/7 support is not promised.
START WITH ONE REPEATABLE TASK
Discuss the workflow ↗Discuss Incident & Near-Miss Investigation for your operation.
Share the process and the type of information involved—not confidential records. We can discuss discovery, access boundaries and an agreed way to measure a scoped pilot.
New AI-created images are fictional scenes; the production-reporting photograph is licensed Pexels stock. None depicts actual AIGreen Plus staff, clients, facilities, workflows or results.
All dashboard values and benefit scenarios are fictional; the screen is not a live integration. Workflows, system access, privacy, responsibilities, licences, costs and support require written scope. No ranking, savings, staffing, safety, quality or compliance outcomes are guaranteed.
