Improve AI Referral Journeys

Identify where AI-referred human sessions begin, how they engage, and which measurable outcomes should be improved.

Outcome

Use this playbook when

AI Referral Traffic is lower than expected;
important landing pages receive visits but weak engagement;
goal or commerce outcomes are weak for AI-referred sessions;
referral performance changes unexpectedly;
the team needs to prioritize AI-assisted customer journeys.

Required data

a connected and receiving human analytics source;
declared primary source when more than one integration exists;
configured goals for goal conclusions;
connected commerce source for order or revenue conclusions;
current attribution scope and limitations.

Workflow

Confirm Measurement Health, source freshness, timezone, attribution coverage, and incomplete-day handling.
Separate referral volume from engagement, goals, orders, and revenue.
Identify the AI platforms, landing pages, user journeys, and outcomes involved.
Compare equivalent periods and account for campaign, site, analytics, or consent changes.
Inspect destination-page quality and continuity with the likely user need: clear information, credible evidence, pricing or product detail, and a useful next step.
Prioritize a specific journey and primary outcome.
Implement the change and validate against a compatible period and source.

Possible actions

improve the relevance and completeness of landing pages;
fix broken or mismatched destinations;
clarify product, pricing, availability, or next-step information;
improve page performance and mobile usability;
configure appropriate goals or commerce events;
improve internal navigation for high-intent research journeys.

Limitations

Ordinary referral data does not identify the exact prompt, AI response, or underlying model that caused a session. Do not create prompt-to-session attribution without deterministic evidence.

Use AI Referrals & Outcomes for observed AI Traffic sessions. Brand Insights AI Referrals (Estimated) is a different estimated card and is not AI Traffic measurement.

Formerly titled Improve LLM Referrals.