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Research desk

Methods before conclusions.

Reproducible protocols, dated evidence, result files, and explicit limitations.

R/01
Benchmark protocol

AI Search Visibility Benchmark

Open protocol for measuring mentions, citations, source diversity, support quality, and answer stability across AI answer systems.

Protocol published
R/02
Trend research

Marketing Agents Move from Copy to Operations

Research queue tracking whether marketing AI products gain permissioned actions, durable context, tool access, approval gates, and outcome evidence.

Evidence collection
R/03
Method

Tool Capability Verification Method

Claim-level method for separating official documentation, observed behavior, inference, stale evidence, contradiction, and unknowns.

Published

Need evidence rules, source hierarchy, and correction process?

Read methodology ↗
MW/AI

Open, evidence-backed reference for marketing with AI, built for humans and agents.

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Evidence-first. Repository-backed.Last content update: Aug 11, 2026