Causal Decisioning

11 articles
Causal Decisioning

The Marketing Harness

Where causal decisions actually get executed.

Iqbal Kaur 3 min
Causal Decisioning

Decisioning-Centric vs. Model-Centric AI

The real capital race in enterprise growth.

Iqbal Kaur 3 min
Causal Decisioning

What Is Warehouse-Native Decisioning?

Decisioning where the data lives: composable, SQL-native, real-time.

Iqbal Kaur 3 min
Causal Decisioning

Multi-Armed Bandits vs. A/B Testing

Why even the smartest companies still choose the worse option.

Iqbal Kaur 3 min
Causal Decisioning

Why AI Decisioning Systems Fail

Cold start, the boomerang effect, and local maxima: why AI decisioning is still in its infancy.

Iqbal Kaur 3 min
Causal Decisioning

Causal Inference for Customer Retention

Put the uncertainty in the right place: tighten effects, not forecasts.

Iqbal Kaur 3 min
Causal Decisioning

How to Measure Incremental Conversions from Meta Ads

Last-touch attribution makes Meta look like a hero. Conversion Lift and Incremental Attribution ask the harder question, and neither one is a complete answer on its own.

Colby Custer 6 min
Causal Decisioning

Why Connecting Your CRM to Claude Is a Bad Idea

Claude will answer confidently no matter how messy your CRM is. That confidence is the problem. Here are three ways a chat interface breaks when it sits directly on unmanaged customer data, and what should sit between the two instead.

Colby Custer 8 min
Causal Decisioning

How to Prove Incremental Pipeline Impact Without a Data Engineer

Attribution tells the CFO where leads came from. Incrementality tells them whether spend drove revenue. Here is how to measure it without a data engineer.

Colby Custer 7 min
Causal Decisioning

Predictive vs. Causal Decisioning

The Correlation Trap: why doubling down on high-LTV customers quietly destroys value.

Iqbal Kaur 3 min