Counterfactual Analysis Kit

Ask what-if and compute alternative outcomes.

Causal inference

0/5 complete

Analysis Steps

Define factual baselineCapture current state and outcomes300ms

Specify interventionsDefine what-if variable changes600ms

Run parallel worldsExecute factual + counterfactual simultaneously1800ms

Compute deltaCalculate outcome differences500ms

Generate reportSummarize causal effects300ms

Integration Code

import { createCounterfactual } from 'agent-tools-kit/simulation'

const cf = createCounterfactual({
  comparison: 'parallel',
  causalInference: true,
})

const result = await cf.analyze({
  factual: { price: 100, demand: 5000 },
  counterfactual: { price: 120, demand: null },
})

console.log(result.delta, result.confidence)