wandered

Measure the web that answers back.

Practical, primary-source-led guides for teams measuring AI visibility, human referrals, machine activity, and the business outcomes that follow.

Start with the decision you need to make.

Measure AI referrals

See the people, pages, actions, and value behind observable assistant traffic.

Configure GA4

Use the current AI Assistants channel without misclassifying Search or Direct.

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Diagnose missing sources

Find collection and handoff gaps before relabeling unknown visits.

Measure AI visibility

Separate mentions, citations, referrals, and outcomes.

Identify AI machines

Classify crawler, retrieval, and agent activity with confidence.

Connect business value

Build reproducible attribution for conversions, pipeline, and revenue.

23 resources

AI traffic

Practical guides to observable AI referrals, landing pages, attribution, conversion, GA4, and business outcomes.

Explore the topic →
04 resources

AI visibility

Frameworks for measuring mentions, citations, search visibility, representation, and the traffic that may follow.

Explore the topic →
05 resources

AI agents

References for AI crawlers, retrieval bots, user-delegated agents, server logs, identification, and access policy.

Explore the topic →

Build the measurement model.

How-to · Google Analytics01

How to track AI traffic in GA4—and what GA4 still misses

Use GA4’s AI Assistants channel, source dimensions, landing pages, and key events to measure observable AI traffic without overstating attribution.

Read · 16 minute
Provider guide · ChatGPT02

ChatGPT referral traffic: sources, landing pages, and conversions

Measure observable ChatGPT referrals, understand source gaps, separate OpenAI crawlers from people, and connect visits to meaningful outcomes.

Read · 15 minute
Maintained reference · CSV included03

AI referral source directory: assistants and analytics classification

A maintained directory of major AI referral sources, their provider class, GA4 treatment, measurement caveats, and official references.

Read · 14 minute reference
Maintained reference · CSV included04

AI crawler user-agent directory: purpose, policy, and verification

A maintained reference for major AI crawler, search, retrieval, and control tokens with provider documentation and verification guidance.

Read · 15 minute reference
Comparison · Evidence05

AI visibility vs. AI traffic: what each metric can prove

Separate AI mentions and citations from observable referral traffic, landing-page behavior, conversions, and business value.

Read · 14 minute
Use case · SaaS06

AI analytics for SaaS: connect answers to trials, pipeline, and revenue

Measure AI referrals, documentation journeys, pricing intent, trial starts, qualified pipeline, crawler activity, and account outcomes for SaaS.

Read · 9 minute

We publish the distinction before the metric: a mention is not a citation, a citation is not a visit, and a machine request is not a person.

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