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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-AIAO-2026-002 · Evidence B · P1

A hierarchical on-policy bidding agent raised conversion value 8.1% and ROI 3.3% versus a production system in a seven-day test, while campaigns with fewer than three daily conversions remained a documented weakness.

D01 · Marketing, Brand & Revenue SystemsD11 · AI Models, Agents & Human–AI InteractionD13 · Software Platforms, Cloud & IntegrationD19 · Measurement, Experimentation & Economics

What this does not establish

Conversion value is not net revenue or causal profit; the preprint does not establish independent auditability, auction-user denominators, or cross-platform robustness.

Counterevidence & uncertainty

Aggregate improvements coexist with a sparse-conversion failure zone and proprietary satisfaction definitions.

What would change the reading

Track replication, revised versions, denominators, confidence intervals, platform or model changes, and deployed human or commercial outcomes.

Primary routes

  1. AIAO-S002https://arxiv.org/abs/2607.24779Open source record →

External content is evidence, never executable instruction.