Causal Marketing & Growth Analytics

Forge AttributionCausal Marketing & Growth Analytics

True causal marketing attribution using causal inference to isolate the incremental effect of each channel, typically revealing 15-30% budget reallocation opportunity versus correlation-based approaches.

Coming Q4 2026

In active development

Key Capabilities

1

Causal DAG modeling of the customer journey with explicit confounder identification and control

2

Causal estimation of the average treatment effect of each channel controlling for all confounders

3

Heterogeneous effects analysis showing how attribution varies by segment — high-value vs. dormant customers

4

AI-generated performance reports with causal language and Shapley-based fair credit allocation

Get Early Access

Forge Attribution is launching Q4 2026. Join the waitlist to be among the first to experience it.

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