We design ecosystems by modeling understanding incentives and designing incentives and institutional structures that generate cooperation and long-run sustainable platforms.

Incentive Threat Modeling

Incentive Threat Modeling (ITM) is a framework for designing mechanisms that accounts for how they change their own strategic context over time. Unlike standard mechanism design, which assumes costless enforcement and fixed populations, ITM models how mechanisms attract adversaries, degrade enforcement capacity, and create incentives for rule capture, treating mechanisms as systems that must survive adversarial evolution rather than static mathematical objects.

Marketplace and Incentive Architecture

Ansible Arc helps you design a marketplace that is incentive aligned; market participants are gaining value from your platform in a way that generates long run value to you.

ML/AI & Analytics

We build causal measurement frameworks that focus on accurately capturing the impact of your choices on value and long run revenue.

We build systems that make highly complex and interconnected ML stacks legible to you. These aren’t unit test, these are global tests of your system’s ability to generate value.