Digital twin dashboards
Every number, priced in dollars and in lives
Statistics, trends and forecasts — each one followed by what to do next, why it matters, how much money it saved and how many people it kept out of harm.
Verified saving, portfolio
$113.8M
Signed off by finance, not forecast
Losses avoided
$179.5M
Downtime, recalls, stockouts, penalties
Deaths averted (modelled)
193
Clinical, operational and air-quality combined
Toxins kept out of the air
16,576 t
360,766 people in the exposure zone

Factory · live scene
Precision Plant 03
Bengaluru plant, night shift — every machine here is somebody's livelihood.
Money saved
+22% QoQ$18.4M
Funds two new apprenticeship cohorts
Losses avoided
+14%$42.1M
Downtime, recalls and penalties that never happened
Deaths averted
modelled3
Three families that didn't get the call
Toxins removed
-38% YoY1,240 t
Air the neighbourhood breathes too
Workers protected
+120486
Off respirators, off the exposure register
Unplanned downtime
-64%31 h
31 hours instead of 86
Money saved — audited breakdown
$18.4M saved · $42.1M in losses avoided
How it's counted: Savings are measured against the same 12 lines running last year's control plan — not against a forecast. Every dollar here is a line item finance already signed off.
Harm avoided — toxicity and mortality
3 deaths averted · 1,240 t of toxins removed
1,240
tonnes avoided
- NOx410 t
- VOC solvents330 t
- Particulates PM2.5290 t
- Welding fume210 t
Three fatalities were statistically averted: two from a crane-path interlock that stopped 41 near-miss loads, one from replacing solvent degreasing with an aqueous line. 486 operators no longer breathe welding fume above the action limit for a full shift.
Basis: OSHA incident-rate modelling on 41 logged near-misses plus WHO PM2.5 dose-response applied to measured stack readings.
Performance vs. target
Overall equipment effectiveness
Gap engine
Target vs. current
Root cause: Bearing wear on Line 4 is the only remaining drag
AI confidence 91%
What's next — the action engine
Three moves, each with an owner, a dollar value and a human outcome
Move Line 4 bearing swap forward by 9 days; vibration signature matches the March failure that cost 31 hours.
Owner · Maintenance Lead — Bengaluru
💵 Money
$2.4M downtime avoided
❤️ People
180 workers keep a full-pay week; no forced weekend shift
Why it matters
The last time this signature was ignored, the line stopped for four days and a hospital order shipped late. Nine days of warning is the difference between a planned swap and an emergency one.
AI confidence 91%
Extend the aqueous degreasing retrofit from 3 cells to all 11 solvent cells.
Owner · EHS Director
💵 Money
$1.1M in solvent, disposal and insurance
❤️ People
330 tonnes of VOCs never enter the air; 210 workers off respirators
Why it matters
VOC exposure is the slow kind of harm — nobody collapses on the floor, they get sick fifteen years later. Removing it now is the only version of this fix that works.
AI confidence 84%
Publish the near-miss interlock data to the other 6 plants running the same crane path.
Owner · Global Ops Safety
💵 Money
$6.8M in avoided incident cost across sites
❤️ People
An estimated 2 further fatalities averted network-wide
Why it matters
A lesson learned in one plant and kept there isn't a lesson learned. It's a lucky escape.
AI confidence 76%
Manufacturing · Bengaluru, India
Precision Plant 03
OEE
94.1%
First-pass yield
99.2%
Units today
12,480
Safety days
612
7-period trend
AI narrative
Line 3 ran a full shift without a single rework. The blades leaving today will fly 41 routes across three oceans before winter.
Attached to every chart
- Insight
- OEE leads the peer set by 4 points.
- Recommendation
- Protect the staffing model before optimising cost.
- Risk
- Single-source bearing supplier — 12-day buffer. Mitigation opened.
- Prediction
- OEE holds above 93% for 6 weeks; capacity headroom 8%.
- Business impact
- Margin resilience, contract renewal probability +8%.
- Human impact
- A fleet operator in São Paulo kept 14 aircraft in service this week because the parts arrived pre-certified.
- Community impact
- 1,900 local jobs; apprenticeship intake up 22%.
- Environmental impact
- −1,240 tCO₂e vs. baseline, on-site solar at 38% of load.
Human impact bubbles
Reach, sized by people
Narrative heatmap
Story quality by sector, last 7 days
Value flow
Data → Impact
Weekly output
Stories published per channel
Supply Chain
Today thousands of cancer patients received critical medicine on time because your logistics team delivered successfully.
Energy
The electricity generated today powered enough homes for families to cook dinner, children to study and hospitals to remain operational.
Aviation
15 million family reunions.
Healthcare
8 million moments of hope.
Supply Chain
250 hospitals received life-saving supplies.
Manufacturing
Every part that left the line today was one a mechanic could trust at 4am without a second thought.