RL-powered organizational digital twin

See your P&L
before the street does.

Not a dashboard. A living twin of your whole organization — from the shop floor to the share price — that tells you what number you'll report next quarter, why, and the exact moves that change it.

200+
metrics modeled, L0→L5
10
CEO superpowers
<5ms
to the org's pulse
3
world-model engines
1 day
to onboard a company
EPSOperating MarginRevenue GrowthOEEFirst-Pass YieldVoluntary AttritionOn-Time DeliveryScrap RateMTBFUtilizationCOGS %Net MarginCustomer RetentionWorkforce StabilityDowntimeComp GapThroughputTRIREngagementCash ConversionEPSOperating MarginRevenue GrowthOEEFirst-Pass YieldVoluntary AttritionOn-Time DeliveryScrap RateMTBFUtilizationCOGS %Net MarginCustomer RetentionWorkforce StabilityDowntimeComp GapThroughputTRIREngagementCash Conversion
The Live Causal Forecast

From the shop floor to the share price — one living pyramid.

The few numbers you report to the street sit at the narrow top. Widen downward and each layer fans into the metrics that move it — all the way to the dense base every company runs on: its people, equipment, tools and process. We propagate your live trajectory up the pyramid to forecast next quarter's margin — and light up the exact path dragging it down.

Live causal forecast · next quarterly reporting
STREETwhat investors seeL0STRATEGICCEO / boardL1MANAGEMENTfunction headsL2SUB-PROCESSVP / directorL3OPERATIONSoperational metricsL4FOUNDATIONthe common baseL5PeopleHeadcountComp bandOvertimeEquipmentMachinesSensorsSparesToolsFixturesDiesGaugesProcessSOPsRoutingsRecipesEPS$0.88Operating Margin · next Q9.8% from 11.0% today · P10 9.2 · P90 10.4Revenue Growth−5.8%Revenue$806MNet Margin8.1%Free Cash Flow$61MWorkforce Stability73COGS %68.5%Gross Margin31.5%On-Time Delivery90.8%Quality Rate94.8%Capacity Util.78%Inventory Turns6.2Attrition18%OEE66%First-Pass Yield88%Scrap Rate8.4%Downtime11%Throughput1.2k/hChangeover42mUtilizationComp GapMaintenanceEngagementMTBFMTTRCycle TimeSetup TimeDefect RateAbsenteeism+90 more

The widening base is the point — a few numbers the street sees, standing on hundreds of operational metrics. The red path is the live attrition spiral compressing your margin — calibrated on your own history, not a rule of thumb.

The Decision Cascade

Ask in the boardroom. Answered on the shop floor.

Ask the twin a goal in plain words. It plays the whole quarter forward thousands of times, works backward to the single best first move — then cascades that decision down every layer, from the C-suite to the line, with the exact metric each owner has to move.

CEO asks the twin
Playing the quarter forward best first move
Nowwk 4wk 8wk 12Q-endact here

Plays every move to the end of the quarter — then works backward to the best move to make today.

CEO asks
CEO

Sets the goal & the guardrails

Operating Margin
C-suite acts
CFO

Fund the fix, protect gross margin

Net Margin
COO

Hold utilization, lift OEE

OEE
CHRO

Close the comp gap on critical roles

Attrition
Directors translate
FP&A Lead

Re-phase capex → predictive maintenance

COGS %
Plant Director

Stagger lines, cut the overtime

Utilization
People Partner

+9% band for tenured operators

Comp Gap
Shop floor executes
Line A Crew

Run to standard cycle

First-Pass Yield
CNC Cell

Reliability-centered upkeep

MTBF
QA Station

Catch defects at the source

Scrap Rate
Reliability

Plan the maintenance windows

Downtime

One question in the boardroom → a calibrated directive for every owner, from the C-suite to the line — each with the single metric they have to move.

10 CEO superpowers

Everything a CEO wished a dashboard could do.

Each one answers a question you actually ask — in business terms, with a plain-English version underneath.

The Pulse

How healthy is my org, right now?

One health score plus the alarms that actually matter, rolled up across finance, people and operations.

A full-body check-up for your company — in milliseconds.

The Why Chain

Why did this happen — the real reason?

Traces any metric's move to its true causal drivers, weighted and calibrated on your data.

It shows you the dominoes that fell — not opinions.

The Simulator

What happens if I pull this lever?

Runs any decision four quarters forward — with the feedback loops — against doing nothing.

A flight simulator for big decisions.

The Playbook

Give me 3 plays, don't just name the problem.

An RL optimizer searches every move and ranks the best ones that beat inaction.

A GPS that recommends the route — not just the map.

The Crystal Ball

What's the best I can achieve from here?

The mathematically best-achievable trajectory for every metric, with confidence bands.

Your upside — quantified.

The Board Armor

Make me unassailable in the boardroom.

Generates a board-ready brief: situation, recommendation, impact, risk and the ask.

The deck writes itself.

The Early Warning

Tell me before it hits my P&L.

Detects reinforcing spirals quarters before they reach the income statement.

A smoke alarm for your numbers.

The Autopilot Gap

What's the cost of doing nothing?

Prices inaction in margin points and dollars versus the best available play.

A price tag on hesitation.

The Peer Mirror

How do I compare, and where to catch up?

Benchmarks you against peers from public filings and ranks your biggest gaps.

The leaderboard — with the distance to first place.

The Time Machine

What if we'd acted a year ago?

Replays history with a different decision and quantifies what you left on the table.

The road not taken — costed to the cent.

Years ahead of the market

Not a dashboard. A flight computer.

BI tools and spreadsheets tell you what happened. This is a different category.

Today's tools
CXO Cortex
Show what already happened
Forecast what happens next — causally
Correlations & rules of thumb
A causal graph Bayesian-calibrated on your history
Gut-feel what-ifs
An RL optimizer (BoTorch) that finds the best play
One static model
Three fidelity engines: agent-based, system-dynamics, neural-ODE
Dashboards a human must read
An org twin that recommends and writes the board brief
Months of data-mapping to start
A day — an LLM swarm maps your metrics for you
Under the hood

Three engines. One twin.

The same organization, simulated at three fidelities — research-grade accuracy or millisecond speed, on demand.

Mesa ABM

High · Agent-based society

Every employee is a Mesa agent making its own stay-or-leave call. The attrition spiral emerges from real behaviour — not an equation.

Causal + loops

Medium · System dynamics

The eight behavioural response functions and four feedback loops, integrated in a second or two for interactive answers.

torch · 0.6ms

Low · Neural-ODE surrogate

A trained Neural-ODE replays the whole world in ~0.6 ms — fast enough for the RL engine to dream thousands of futures.

A calibrated causal graph

DuPont-exact financial identities + LLM structural priors, then Bayesian-calibrated on your own 7 years of history. Not correlations — interventional cause and effect, with a trust score on every edge.

A real RL policy engine

You set the goal and the guardrails; a BoTorch Causal-Bayesian optimizer searches the lever space and returns the top-3 plays that beat doing nothing — with the cost of inaction attached.

Onboard in a day

Paste your metric names.
Watch them map themselves.

A 5-agent LLM swarm reads a client's messy KPI names — “EBIT Margin %”, “Staff Churn”, “Widgets/hr” — and maps them onto the canonical tree, then seeds a calibrated twin. Multi-tenant from day one.

EBIT Margin %Operating MarginStaff ChurnAttritionWidgets/hrThroughput

Stop reporting the past.
Start steering the future.

Walk into the cockpit and watch your own attrition spiral — then reverse it.

Launch the demo

Demo login: [email protected] · Demo1234

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