Spending $100 on Ads vs. $100 on Content Which

Archived study

Examines archived evidence about advertising and content-marketing efficiency and converts reported lead costs to a fixed-budget comparison. The record distinguishes immediate response from longer-term accumulation.

Interpretation and limits

The evidence concerns leads rather than confirmed customers and combines sources with different time horizons. It does not establish a causal return for a new $100 campaign or current advertising prices.

Package and provenance

The original .science export and matching poster are preserved byte-for-byte from the upstream case. The package contains the conversation, session metadata, and the resources inventoried in its internal manifest. This introduction summarizes the archived record; the research, external sources, and model evaluations were not rerun for this import.