Examples
Open one, change the assumptions, see the recommendation move.
Ready-to-use models across route choice, allocation mix, sequencing, resilience, feasibility gaps, and tradeoffs.
Biotech
Choose routes, process designs, and recovery plans under shared yield, budget, and emissions constraints.
Strain Design
Compare alternative production paths and see which route wins under shared yield, budget, and emissions constraints.
Which metabolic route should we run if we care about yield, budget, and emissions at the same time?
Engineering a microbial chassis to produce a target chemical. Carbon flux routes through aerobic TCA (high yield, expensive O₂) or overflow fermentation (cheap, lower yield). Both converge at product recovery.
Biomanufacturing Scale-Up
Stress a baseline operating plan, see what output survives, and identify the fastest recovery move.
If purification slips 20%, what output survives and which recovery move matters first?
Biologics manufacturing: upstream bioreactors (fed-batch or perfusion) → purification → fill/finish → released product. Fed-batch is cheaper per batch. Perfusion has higher productivity but more cost.
Aerospace
Sequence scarce capacity, compare upgrades, and see which move changes program throughput most.
eVTOL Fleet Ramp
Measure the value of one more unit of scarce capacity before spending on the wrong lever.
Where does one more unit of capacity create the most program value right now?
Ramping an eVTOL program toward certification deliveries. Battery packs have long lead times, test cells are heavily loaded, and pilot checkout slots are fixed each month.
Satellite Integration Throughput
See how the system settles into a new operating regime after one limit moves and another becomes decisive.
Which stage upgrade changes delivered payload the most over the next planning cycle?
Routing payloads through integration bays, environmental test, and available launch capacity. Throughput depends on which stage runs out of room first.
Climate & Energy
Build least-cost portfolios and project sequences under rollout, queue, budget, and policy rules.
Building Decarbonization
Assemble the retrofit mix that hits the target at the lowest cost under rollout, budget, and contractor limits.
Which retrofit portfolio hits the emissions target at the lowest cost under the rollout limits we have?
Commercial building portfolio with 6,000 MWh/year energy demand and science-based emissions targets, but limited capital and contractor capacity for retrofits.
Grid Interconnection
Prioritize which projects to advance now when queue throughput, timing, and capital are shared across the portfolio.
Which sites should we advance this cycle to maximize online capacity before the queue window closes?
Multi-site renewable portfolio across brownfield repowers, near-load greenfield, and remote high-resource sites. Each faces different queue times and upgrade costs.
Cloud & AI Infra
Route workloads, serving paths, and infrastructure growth against cost, capacity, power, and carbon guardrails.
Semiconductors
Find the tool, inspection, and test limits that govern wafer output before adding the wrong capacity.
Operations
Compare operating models, sourcing mixes, and policy tradeoffs across shared team and supplier constraints.
Engineering Capacity
Compare staffing and routing strategies to see which operating model actually raises throughput.
Which operating model actually raises support throughput: more L1 coverage or pushing work to L2?
Support team handles tickets through L1 (support) and L2 (engineering) tiers. L1 is cheaper but cannot handle complex issues. L2 is limited by engineering bandwidth.
Supply Chain Optimization
Allocate volume across suppliers to balance fulfillment, unit cost, and carbon policy in one plan.
What sourcing mix hits fulfillment while balancing unit cost and carbon policy?
Two suppliers: A is cheaper but capacity-limited and higher carbon. B is more expensive but reliable. Assembly has its own capacity constraint.