#Attribution MCP Servers

Leading big data and product analytics platform in China. Manage event tracking and user growth via AI.

A report cited three sources. None of them existed. That is not an error � that is fabrication. Journalistic Reasoning Prover forces independent verification, source tracing, and false balance detection grounded in the SPJ Code of Ethics.

A CMO asked an AI for positioning. It said 'better and faster.' It proposes 'scale the ads' without a payback model. It trusts platform attribution 100%. It designs frictionless funnels that generate garbage leads. That is not marketing. That is a tactical wishlist. This tool forces five CMO-level marketing axes: category positioning, CAC payback physics, dark social attribution, intentional funnel friction, and budget allocation.

A startup spent $180K on Meta Ads and reported ROAS 4.2x. The board celebrated. Then someone ran an incrementality test. A 10% holdout that saw no ads. 38% of 'attributed' conversions were organic users who would have purchased anyway. True incremental ROAS: 2.6x. $68K spent on people who needed no convincing. Platform-reported ROAS is fiction. This tool forces five axes: unit economics per channel, attribution integrity with incrementality testing, funnel diagnostics at every stage, creative performance with fatigue analysis, and audience architecture with saturation awareness.