The future of safety is prevention, not reporting

Module · Environment, Health and Safety

The metric almost every safety programme is steered by carries close to no signal about the events that injure, or worse.

Prophesee EHS replaces the count with a forecast, and the hope with proof.

ForecastingEntity resolutionAnomaly detectionScenario and attributionEvidence and lineage
See it running

EHS: a day in the life

One working day inside EHS, from the morning forecast to the evidence that the intervention worked.

EHS: a day in the life
The shift

Recordable injuries are at a twenty-year low. Fatalities are not.

That is not bad luck and it is not a reporting artefact. It is a known statistical result. The number almost every safety programme is steered by has been shown to carry close to no signal about the events that injure, or worse.

2.93m
Work-related deaths a year, 2.6m of them from disease rather than accident
None
Statistical relationship between TRIR and serious injury or fatality
81%
Of fatalities in the global oil and gas producers dataset were contractors

Sources: ILO, Apr 2025 · Hallowell et al, The Statistical Invalidity of TRIR, Professional Safety · BLS SOII Jan 2026 and CFOI Feb 2026 · EY Global EHS Maturity Study, Aug 2025 (n=526) · Benchmark Gensuite 2026 (n=260+) · IOGP Safety Performance Indicators, 2024 data.

A new approach

From reporting incidents to preventing them

foresight iconForesight
Today · Incident reporting system

The reporting system produces counts. There is no forward view by site and hazard, so the function reacts to last month.

Forecast the next incident, by site and hazard

Gradient-boosted trees tuned per metric and site, retrained monthly. Causal chains link leading indicators to incidents, and a counterfactual model flags which incidents a targeted intervention could have stopped.

horizon iconHorizon
Today · Safety programme budget

Interventions are funded on argument. There is no model of the no-action trajectory, so no way to attribute a fall in incidents to an action.

Prove the intervention before you fund it

Predict the no-action trajectory, set the target, model effectiveness, rollout and time to impact, then track actuals against plan. For the first time you can show which safety action moved the number.

pulse iconPulse
Today · Near miss reporting

Reporting rates vary ten to one between sites, so the near miss signal is confounded with reporting culture and nobody trusts it.

Management by exception, around the clock

Rules run continuously across every site and contractor. Quarter-on-quarter trend up more than 10% in a country, or a spike inside a single week. Severity-scored alerts routed to a named owner.

nexus iconNexus
Today · Contractor management

Contractor identity and training sit in the contractor's own system under a different spelling, so employee and contractor risk cannot be scored on one scale.

Ask the estate a question

How many incidents in Sweden last quarter, in plain language. Contractor compliance, training records and supplier self-assessments feed the same graph and the same risk score.

From challenge to decision

Turning safety challenges into decisions

Problem: Forecasting
What produces it today: Incident reporting system

The reporting system produces counts. There is no forward view by site and hazard, so the function reacts to last month.

Engine: foresight icon Foresight
The applications that replace it: Predicted IncidentsDynamic Risk Score
Problem: Entity resolution
What produces it today: Contractor management

Contractor identity and training sit in the contractor's own system under a different spelling, so employee and contractor risk cannot be scored on one scale.

Engine: nexus icon Nexus
The applications that replace it: Contractor RiskSupplier Self-Assessment
Problem: Anomaly detection
What produces it today: Near miss reporting

Reporting rates vary ten to one between sites, so the near miss signal is confounded with reporting culture and nobody trusts it.

Engine: foresight icon Foresightpulse icon Pulse
The applications that replace it: Near Miss Lead TimeSafety Rules Manager
Problem: Scenario and attribution
What produces it today: Safety programme budget

Interventions are funded on argument. There is no model of the no-action trajectory, so no way to attribute a fall in incidents to an action.

Engine: horizon icon Horizon
The applications that replace it: Intervention What-IfDays To Target Zero
Problem: Evidence and lineage
What produces it today: Manual board reporting

Board questions are answered by assembling four systems by hand, so the answer arrives a week after the question.

Engine: nexus icon Nexus
The applications that replace it: Safety ChatSimilarity Search
What becomes possible

12 AI applications that could be relevant

A sample of what becomes possible on the decision layer, not a fixed list: each application draws on the same data foundation and audit trail, and new ones are configured on the engines, not built from scratch.

Foresight
Predicted Incidents

Forward incident forecast by site and hazard, with the drivers behind each one.

Foresight
Near Miss Lead Time

Causal chains link leading indicators to incidents and open a prevention window.

Foresight
AI Preventable

A counterfactual model flags the incidents a targeted intervention could have stopped.

Pulse
Dynamic Risk Score

One risk score per site and contractor, recomputed as new data lands.

Pulse
Safety Rules Manager

Write what bad looks like in plain English and have it watched continuously.

Pulse
Contractor Risk

Contractor compliance, training and performance watched on the same rules as staff.

Horizon
Intervention What-If

Model effectiveness, rollout and time to impact, and watch the projected curve update.

Horizon
Days To Target Zero

The date the current plan reaches the target, updated as actuals come in.

Horizon
Forward Event Risk

A project starting next month reshapes predicted risk before any work begins.

Nexus
Safety Chat

Ask how many incidents in Sweden last quarter and get the answer with sources.

Nexus
Similarity Search

Find every incident like this one, including the ones described in different words.

Nexus
Supplier Self-Assessment

Supplier safety assessments completed online, read by the model, fed to the score.

How work changes

A day in a predictive safety organisation

Or watch this day as a film.

Today: A monthly report of what already happened, assembled by hand from four systems.

With Prophesee:
07:40foresight icon Foresight
The forecast, not the count

Sites ranked by predicted incident risk for the next 90 days, with the drivers behind each one.

Today: A contractor trend that nobody notices until the quarterly review.

With Prophesee:
09:15pulse icon Pulse
An alert that already has an owner

A contractor injury trend in Mexico breaches a rule she wrote in plain English. Scored, routed, acknowledged.

Today: Fund the intervention that argues loudest, then hope.

With Prophesee:
11:30horizon icon Horizon
Model it before you spend it

Two interventions tested on the highest-risk site. The projected curve moves. She funds the one that shifts it.

Today: No way to show which action reduced anything.

With Prophesee:
16:00horizon icon Horizon
Proof, not hope

Last quarter's intervention tracked against plan. Incidents fell as modelled. That goes to the board.

Tomorrow's risks become today's decisions.

Prevent the incident, not count it

We agree the metric and the baseline in week one, and measure the result on your data.