Your company may be losing up to 20% of revenue due to the overruns your team never saw coming. Here is how it happens.
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Typical scenario
You've started new construction. The project is complex – 6 departments, hundreds of people involved.
Everyone reports on schedule. Budget is holding.
90% of metrics show no issues.
This is what it looks like right before 20% of revenue disappears.
THE CASCADE
One delay. $2.1M gone.
Though the plan was followed perfectly.
Steel delivery shifts by 11 days. Engineering reschedules. Two crews idle for three weeks. Finance freezes draws for 4 connected projects.
One delay. Four departments. $2.1M in cascading cost – invisible in any dashboard until it's already happened.
~20% of execution budgets disappear here. Not in errors. In dependencies no team can recalculate fast enough.
FULL OPERATIONAL MODEL
What if the entire operation was computed at once?
Not department by department. Not project by project. Everything – computed simultaneously. Every dependency between every process, every cost ripple, every constraint. One model that holds it all.
The $2.1M cascade from the previous step? The engine sees it 3 months before it happens.
DENSITY ANALYSIS
Not every component holds the same weight.
The engine classifies every node by operational density.
Solid
Delivers under pressure. Absorbs dependency shocks.
Liquid
Fails when dependencies tighten. Amplifies delays downstream.
The $2.1M cascade started with a liquid node on a critical path.
Nobody knew it was liquid until it broke.
CONFIGURATION RANKING
Imagine generating and testing every possible configuration of your operation.
Same budget and deadline constraints. 247 configurations – each scored by how many fragile dependencies sit on critical paths.
#1 GOLD · 94.7
Routes around every liquid dependency. Zero critical-path risk. Restructures before failures happen.
#71 CURRENT PLAN · 61.3
Runs through six liquid nodes on critical paths. Each one a potential cascade trigger.
Your current plan wasn't bad. It just couldn't see what was fragile until now.
54%
execution efficiency gap · same resources, different architecture
SETTLED OUTPUT
Same resources. Same constraints. A completely different outcome.
The Gold Configuration. Every critical path runs through solid nodes only.
#71 CURRENT PLAN
61.3
#1 GOLD
94.7
−3 mo
Revenue
82%
Utilization
−67%
Risk
$2.1M cascade
Doesn't happen. The dependency chain never forms.
When conditions change – the model recalculates in minutes. Not a one-time report. A living system.
[02] How CPRX Works
Complete operational intelligence.
One engine, three modes – Model the operation, Settle every viable path, Run the one you pick.
01MODEL
Your entire operation in one model. Every connection computed.
CAD files, contracts, schedules, financials – extracted automatically and connected into one computable structure. Change one input, and the impact on timeline, workforce and budget shows up instantly. The full picture – computable, not just visible.
Five types of input: organizational structure, director's operational rules, architecture & financial documents (CAD, contracts, financials), team capabilities per department, and your internal best practices. Documents are extracted automatically - no manual data entry.
ERPs store records. CPRX builds a working mathematical model where dependencies are computed, not assumed. When procurement shifts by 11 days, the model instantly recalculates the impact on workforce, timeline, budget, and revenue - across the entire operation.
CAD drawings
Contracts
Schedules
Financials
auto-extract
one computable model
2,847operations
14,302dependencies
84 msrecompute
02SETTLE
Every viable path computed. The top 5 reach your desk.
You set the rules – budget ceiling, crew utilization, deadline buffer. The engine settles every configuration that satisfies all of them at once, and ranks the lot. Not the 3–5 scenarios you'd test by hand: the whole space. You pick the path. The engine holds the math.
Directors define high-level rules: "capex below 50% of budget," "utilization 75-85%," "completion 10% before deadline." The engine finds every configuration satisfying all rules simultaneously - you define the what, the engine figures out the how.
Scenario planning tests 3–5 plans you already thought of. CPRX computes across the entire model and generates hundreds of configurations – combinations no team would identify manually. The difference: exhaustive computation vs. educated guesses.
Ranked configurations
1Optimal execution path94.7
2Early reinforcement sequence91.2
3Additional crew on critical path88.5
+ 243 more – every one of them viable
#71Your current plan61.3
247 configurations · settled in 4.2 s
03RUN
When conditions shift, the plan re-settles before a delay becomes an overrun.
A supplier slips, costs spike, a crew gets pulled. The engine catches the deviation, re-settles the configuration space, and hands your team ranked fallbacks – with cost and timeline impact attached. Minutes, not weeks.
The platform raises flags autonomously and immediately recalculates alternative configurations. Fallback routes are pre-computed - your team gets actionable options, not just alerts.
Dashboards show what happened. CPRX monitors and reacts - it detects deviations, computes the downstream impact, and proposes new optimal configurations. Intelligence, not visualization.
Curtain wall – 11 days latecascade: zones 5–6 → handover · $2.1M exposure
Precomputed fallbacks
Pull 40 panels from Tower B stock+0 d · $14KApply
Supplier B – split order 60 / 60+3 d · $4KView
Resequence: MEP risers first+5 d · $0View
re-settled 247 plans in 4.2 s – zero manual intervention
[03] Applicable Domains
The more variables, the bigger the advantage.
CPRX creates the most value where operations are too interconnected for any team to optimize manually. One real story per domain:
Construction & Infrastructure
47 concurrent ops · 3 regions · 346 crew
Average infrastructure project: 23% budget overrun, 17 months late.
DISRUPTION
New regulations freeze 8 active sites for 4–6 weeks each. Blocked crews have nowhere to go – while 12 other projects run understaffed.
RE-SETTLE
The engine recomputes the whole workforce pool – 346 crew, certifications, travel limits – into 5 viable configurations.
$3.8Mof idle-time loss avoided – utilization held above 78%, every assessment delivered on time.
Scenario
A national contractor manages 47 concurrent operations across 3 regions. New government regulations require environmental impact reassessment on 8 active sites. Each assessment takes 4-6 weeks and blocks construction progress. The workforce allocated to blocked sites has nowhere to go - but 12 other projects are understaffed.
What CPRX does
The Settlement Engine models the entire workforce pool - 346 crew across all sites, their certifications, travel constraints, and project requirements. It generates 5 alternative workforce configurations: redistributing idle crews to understaffed projects, sequencing regulatory submissions to minimize concurrent blockages, and identifying which certifications overlap. Each option shows cost, timeline impact, and utilization rates.
Result: Instead of 8 sites idle for 6 weeks (estimated $3.8M in lost productivity), the COO selects a configuration that keeps utilization above 78% by redistributing 64 crew members across 12 projects - while completing all regulatory assessments within the same timeline.
Manufacturing & Industrial
6 plants · 340 SKUs · 12 supply chains
One plant down ripples into 340 SKUs. Nobody models the full cascade.
DISRUPTION
Plant #3 loses 30% capacity for two weeks. Schedules, raw materials and customer commitments across all six plants are entangled.
RE-SETTLE
Production re-settles across the remaining five plants: 12 SKUs shifted, deliveries re-sequenced, high-margin lines protected.
94%of commitments delivered on time – instead of $4.8M in late orders.
Scenario
A chemical manufacturer runs 6 plants producing 340 SKUs. Plant #3 needs emergency maintenance, taking 30% capacity offline for 2 weeks. Production schedules, raw material orders, and customer commitments across all 6 plants are interdependent.
What CPRX does
The engine models the full production network - every SKU, every plant's capacity, every supplier lead time. It generates configurations that redistribute production across the remaining 5 plants, re-sequence raw material deliveries, and prioritize high-margin products. Each option quantifies the margin impact per SKU.
Result: Rather than losing $4.8M in delayed orders, the operations director selects a configuration that fulfills 94% of commitments on time by shifting 12 SKUs to Plant #5 and deferring 3 low-margin products by 5 days.
Real Estate & Asset Management
24 assets · $890M portfolio · 7 markets
Rate shifts + cost spikes across 24 assets. Spreadsheets can't reoptimize the portfolio.
DISRUPTION
Rates shift, construction costs jump 8% in two regions, pre-sales slow in a third. The entire capital allocation is suddenly suboptimal.
RE-SETTLE
Capital re-settles across the portfolio – 3 projects accelerated, 2 paused, 4 refinanced – with IRR impact per asset.
+1.4 ppportfolio IRR – $47M reallocated to high-velocity assets.
Scenario
A development group manages 24 assets worth $890M across 7 markets. Interest rates shift, construction costs rise 8% in two regions, and pre-sale velocity slows in a third. Capital allocation decisions across the entire portfolio are now suboptimal.
What CPRX does
The engine models the full portfolio - construction phases, capital drawdowns, pre-sale pipelines, leasing timelines, and operating costs per asset. It generates alternative capital allocation strategies: accelerating 3 projects nearing completion, pausing 2 in soft markets, and restructuring financing for 4 others. Each configuration shows IRR impact per asset.
Result: The CIO selects a configuration that improves portfolio IRR by 1.4 percentage points by reallocating $47M from paused projects to high-velocity assets - a decision no spreadsheet model could compute across all 24 assets simultaneously.
Corporate Transformation
3 entities · 2,400 FTE · 18-month mandate
3 entities, 3 ERPs, 2,400 people. Integration plans live in PowerPoint.
DISRUPTION
Every consolidation step touches org charts, systems and payroll at once – one wrong sequence stalls operations for months.
RE-SETTLE
All three organizations modeled down to the role level; consolidation paths ranked by cost, risk and operational continuity.
14 moinstead of 18 – and the $12M ERP migration risk never taken.
Scenario
After acquiring two companies, the parent needs to merge 3 entities with 2,400 FTE into one operating model within 18 months. Each entity has different ERP systems, org structures, compensation models, and process standards. The integration team is planning in spreadsheets.
What CPRX does
The engine models all three organizations - every department, role, process, and system dependency. It generates integration configurations: which functions to consolidate first, which systems to migrate in parallel vs. sequentially, where to retain dual structures temporarily. Each path shows the FTE impact, cost curve, and risk to operations continuity.
Result: The transformation lead selects a phased configuration that completes integration in 14 months instead of 18, reduces headcount overlap by 340 FTE through natural attrition, and avoids the $12M system migration risk by running dual ERP for finance while consolidating operations first.
[04] Why This Hasn't Been Solved
The gap between existing tools and this problem.
Each tool solves part of the problem. None solve all of it.
can'tpartially✓covered
AI copilots
Enterprise software
Internal teams
CPRX
Holds every variable of the operation at once
✓
Acts before you ask – no prompts, no queries
✓
Generates hundreds of ranked plans, not one
✓
Re-plans in minutes when conditions change
✓
Knows how your organization actually works
✓
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Your team keeps the knowledge. CPRX gives it computational scale – every variable at once, minutes instead of months.
[05] Technology
Not a dashboard. Not an AI assistant. A settlement engine.
Your operation is thousands of interdependent paths, all shifting in real time. A settlement engine models every one, tests them against your targets, and settles on the single plan that holds.
"What if steel slips 3 weeks?" – instant answer from the live model, not a report.
◎
Monitors execution
Detects deviations before they cascade. Recalibrates the model automatically.
⬡
Learns across projects
Patterns from project #50 prevent problems on project #51.
computable model ↓
↑ 247 settled plans
Computation engine – the core
Builds the complete model and settles every viable configuration simultaneously.
Model
Every operation, dependency, constraint – one computable structure
→
Simulate
Build from process physics, not historical data with embedded errors
→
Settle
Every viable configuration – exhaustive, not sampling. 247 paths.
→
Rank
Scored by cost, risk, time. Top 5 presented to leadership.
1B+
Tokens of context
Best AI models hold 1M. We hold 1,000x more.
0
API integrations
Every enterprise system in one computable model
0
Years of R&D
Mathematical operators, not prompt engineering
70–80%
Prediction accuracy
Outperforms any human planning team
From raw data to ranked execution paths – in hours, not months.
Get in touch
Tell us about your operation.
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For advisory & consulting firms
Provide your clients with a computation engine your competitors can't match.
CPRX can model your client's entire operation and rank every viable execution path in hours, while your firm keeps the relationship, the domain judgment, and the final recommendation.
01
White-label
Your brand on the work, your name in the room. The platform never surfaces to the client.
02
Live model in 4–6 weeks
From client data to a working operational model in weeks, not months.
03
Your expertise, our computation
You bring the domain depth and the trust. We bring the operational intelligence no human team can do.