Scenario simulation for consequential decisions

Model the downside before you commit.

ARS is a scenario simulation workspace for consequential decisions. Define the decision, the options, the actors around it, and the failure modes you care about. Run the simulation, compare branches, and leave with the risks, signals, and contingency moves worth tracking.

Founders Product leaders Policy teams Campaign teams Operators Investors Research groups Advisors
Create an account, explore the demo, and subscribe only when you need the full workspace.
Pricing decision
Raise prices now or phase in a usage tier?
Model churn risk, competitor response, customer sentiment, and margin improvement before a pricing change becomes a retention problem.
Elasticity Competition Retention risk
Fundraising plan
Cut burn or raise a smaller bridge round?
Pressure-test runway, team stability, investor appetite, and downside timing so the choice is grounded in operating thresholds instead of optimism.
Runway Hiring Investor pressure
Policy rollout
Pilot in one district or ship citywide?
Compare adoption, backlash, service load, and budget exposure across branches before a public rollout locks in avoidable risk.
Adoption Public response Budget impact
Campaign strategy
Stay positive or answer an attack directly?
Test message diffusion, donor reaction, volunteer morale, and media spillover so the response fits the likely timeline rather than the loudest instinct.
Narrative spread Donors Media cycle
Operational change
Centralize a function or keep teams local?
Estimate efficiency gains against coordination drag, service quality risk, and internal resistance before the reorg starts causing second-order problems.
Service levels Org design Execution risk
Investment review
Does the company survive a six-month demand shock?
Run downside branches around pipeline freeze, margin compression, and key-person loss to see whether resilience is structural or just assumed.
Demand shock Margin pressure Management risk
Workspace overview

What the workspace gives you

Keep the output tied to decisions, not abstract summaries.

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Branch comparison
Compare plausible futures side by side instead of reading one blended average that hides the real decision trade-offs.
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Stress-test scenarios
Run downside cases, response loops, and constrained conditions before a decision goes live and becomes expensive.
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Cross-domain modeling
Track how the same decision affects operations, reputation, demand, policy exposure, and team load in one workspace.
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Actor-aware simulation
Model competitors, customers, voters, regulators, or internal stakeholders as part of the scenario rather than as an afterthought.
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Signals and thresholds
Surface which indicators to watch, what range matters, and when a branch is drifting far enough to justify intervention.
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Decision notes
Keep the output actionable with branch summaries, contingency moves, and the assumptions that most affect the recommendation.

Bring the decision

Decision and context
State the decision, timing, constraints, and what success or failure would actually look like.
Options on the table
Compare real choices such as pricing moves, hiring plans, rollouts, messaging, or budget shifts.
Actors and sensitivities
Add the stakeholders, dependencies, and reactions that are likely to shape the branch outcomes.
Simulation settings
Choose the depth, scale, and scenario assumptions that fit the risk and time available.

Leave with an operating brief

Branch summaries
Readable comparisons of the plausible branches, the path to each one, and where the decision starts to separate.
Risk signals
Leading indicators, thresholds, and timing clues that tell you whether the scenario is tracking the good branch or the bad one.
Contingency notes
Suggested actions to take if the scenario drifts, stalls, or starts to fail in a recognizable way.
Track record
A place to compare past expectations with outcomes so the team can calibrate over time.
Plans

Pricing

Start with a 3-day trial. Subscribe when you need the full workspace.

Standard
$9.99 / month
Scenario building, stress tests, branch comparison, and the standard monthly run allowance.
Questions

Common questions

What is ARS?
ARS is a scenario simulation workspace for consequential decisions. Teams use it to model choices, stress-test branches, and compare likely downside cases before they commit.
Who is it for?
ARS fits teams making decisions with real cost: founders, operators, product leaders, policy groups, campaign teams, investors, and advisors.
What does the output look like?
The output is organized around branch comparisons, risk signals, thresholds, and contingency notes rather than a single confident-sounding answer.
Do I need a subscription to try it?
No. You can create an account without a card, explore the demo, and start a trial when you are ready to use the full workspace.