For Enterprise

We build the simulation. You get the findings — including the ones you didn't know to look for.

Simulation as a Service

Gothic Grandma does not sell software. We take on simulation projects end to end — scoping the question, building the world model, running the ensemble, and delivering a findings package with statistical distributions of outcomes, sensitivity analyses, and the diagnostic detail needed to act on the results.

You bring us a hard question about a system you operate or a decision you have to make. We build a simulation of that system, run it hundreds or thousands of times across varied conditions, and tell you what the distribution of outcomes looks like — not a single predicted answer, but the full range of what could happen and how likely each outcome is.

The thing about world models: because MUSE simulates the entire system rather than a single question, clients regularly receive findings they didn't ask for. A transit agency studying a new metro line gets a simulation that also reveals downstream shifts in business activity, pedestrian safety patterns, and neighborhood density changes — all from the same run. The scope you define is the starting point, not the ceiling.

Who We Work With

MUSE is most valuable where decisions are high-stakes, systems are complex, and the cost of being wrong is high.

Cities & Transit Agencies

Infrastructure decisions, urban planning, transit changes, public safety scenarios, emergency response planning. Test interventions before they're built.

Government Agencies

Policy impact modeling at the population level. Simulate how a regulatory change propagates through the systems it touches — before the vote or the rollout.

Public Health Departments

Outbreak modeling, intervention planning, resource allocation under uncertainty. Mechanistic simulation of how disease moves through real social and geographic networks.

Corporations

Market scenario modeling, product launch planning, supply chain stress-testing, crisis response simulation. Replace assumptions with distributions of outcomes.

Defense & National Security

Strategic scenario planning, resilience modeling, and population dynamics analysis for national security applications. Gothic Grandma does not build weapons systems or offensive applications.

What We Simulate

Policy & Intervention Testing

Model the downstream effects of a policy change across the populations and systems it touches. See where the second-order effects land before you commit.

Outbreak & Epidemic Modeling

Mechanistic epidemiology — real pathogen dynamics, real social networks, real healthcare system constraints. Where does it go? What slows it?

Crowd & Infrastructure Simulation

Stadium evacuation, transit capacity, urban design decisions, event planning. Test the design before you build it and the response before you need it.

Market & Behavioral Simulation

Consumer populations with real behavioral models — demographics, habits, social networks, price sensitivity. See market response across thousands of scenarios.

Crisis & Resilience Planning

Disaster response, supply chain disruption, organizational stress-testing. Run the crisis in simulation before it happens in reality.

How an Engagement Works

Every project is custom. This is the typical shape of a full engagement.

1

Scoping

We work with your team to define the question, the system boundaries, the key entities and behaviors, and what a useful result looks like. This is where we decide what to simulate and why.

2

World Model Construction

We build the simulation — entities, behavioral systems, environmental parameters. We calibrate against real-world data where it exists. This is the majority of the technical work.

3

Ensemble Runs

We run the simulation hundreds or thousands of times across varied conditions and parameter ranges — a Monte Carlo ensemble. You get a distribution of outcomes, not a single prediction.

4

Analysis & Findings Package

We analyze the ensemble output — statistical distributions, sensitivity analysis, identification of the conditions that drive high-consequence outcomes. Delivered as a structured findings package your team can act on.

5

Readout & Follow-On

We present the findings with your team, answer questions, and scope any follow-on questions the results raised. Many engagements have a second phase — the first run always surfaces something worth simulating further.

Pricing: Enterprise engagements are project-based, not subscription-based. Typical scopes range from $200,000 to $800,000 depending on system complexity, data availability, and ensemble size. We do not offer software licenses for self-service use — the simulation is only as good as the model, and model quality requires our involvement. Contact us to discuss scope and fit.
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