View-Through Attribution

Crediting AI citations or impressions for influencing conversions even when no click occurred — the user saw the citation but accessed the brand later through a different channel.

Updated 2026-04-17 · AEO glossary

Definition

View-through attribution credits AI impressions (where the user saw your brand in an AI answer) for downstream conversions even without a click. Traditional click-based attribution would assign zero credit to a citation the user didn't click. View-through attribution recognizes that AI citations create brand awareness that converts later through direct traffic, organic search, or other channels. Implementation requires either explicit user identification (logged-in customers) or statistical modeling (incrementality testing, MMM).

Why it matters

View-through is where most AEO value lives. A buyer seeing your brand in an AI answer and remembering it for later evaluation is the dominant AEO impact mode — not click-through. Attribution models that ignore view-through under-credit AEO by 50–80%.

Example

Lantern's view-through attribution uses a probabilistic model: when a HubSpot contact is created with no clear referrer source within 30 days of a tracked AI citation matching their company domain, partial view-through credit is assigned to the citation. Not perfect, but materially better than ignoring view-through entirely.

FAQ

Common questions about view-through attribution.

How accurate is view-through attribution?
Less accurate than click-based attribution for any single conversion, but directionally correct in aggregate. View-through attribution is best treated as a supplement to click-based attribution, not a replacement. The combined model gives you a defensible 'AEO contribution to pipeline' number.
Does Lantern support view-through attribution?
Yes, Lantern includes a probabilistic view-through model in the monthly ROI report. Customers can toggle view-through on/off in attribution settings depending on their conservatism preference.

Lantern measures this in production.

The terms in this glossary aren't theoretical — they're what Lantern's product calculates and reports every month for B2B SaaS teams. See yours in 7 days. 14-day free trial.

Join Waitlist