pickitbox Open workspace

Before the decision.

Simulation for crypto teams. Test reward farming, compare campaign rules, and check vault withdrawal capacity before you make a change.

Line drawing of branching paths and concentric curves, showing different responses from one starting point.

Reward design simulations

Which rewards could bring value that lasts?

Compare immediate rewards, staged rewards, fee rebates, and lower caps using the same participant actions.

Deliverable

A comparison of reward costs, fees, and payments to low-value participants, with each assumption stated.

Compare reward rules
Line drawing of two connected reservoirs with different reserve levels.

Vault withdrawal
stress tests

Can your vault meet withdrawals when conditions change?

Compare two cash reserves against one withdrawal request. Test the effect of a delayed release of invested funds.

Deliverable

A comparison of withdrawal capacity, liquidity shortfalls, and the cost of holding a larger reserve.

Test vault withdrawals

Start with one decision
that matters.

Each project starts with a specific question and ends with evidence you can review.

01

Define the decision.

Agree on the options, available data, and a measurable result. Set the project scope and fee before work starts.

02

Model the alternatives.

Use mathematical rules and participant models where needed. Make each assumption and constraint visible.

03

Check the evidence.

Review results, limits, and sensitivity. Compare with historical outcomes where data permits, then agree on the next test.

Clear assumptions. Traceable calculations. Results depend on the data and scenarios tested.

A few useful details.

Do we need to share private data?

Public blockchain data can support an initial scope. Some questions need internal records or campaign results. We agree on data access before work starts. Please do not include confidential data in the contact form.

Do you predict prices or guarantee savings?

No. Our analysis compares decisions under stated assumptions. It does not guarantee market outcomes, returns, or savings. Behaviour estimates need validation against observed results.

Will you need access to our funds?

No. We provide analysis services. We do not need wallet keys or permission to move funds. You control any live changes.

What decision
is on your desk?

Tell us what you want to test. We will start with the question and the available data.

We store your details to respond to your enquiry. Please do not include confidential information.