vilnux Español Free audit →
Finding 05 · Evidence

"ChatGPT traffic converts nine times better" does not hold up

Half the industry repeats it. Traced back to its origin, the figure does not exist.

The published evidence puts conversion from ChatGPT traffic between 13% worse and 31% better than organic traffic — roughly at par. The largest peer-reviewed study — 973 sites and 164.8 million transactions — is the one finding 13% worse.

Sample
Review of the published evidence. Largest study: 973 sites and 164.8 million transactions
Period
Studies published between 2025 and 2026
Method
Desk research. No measurement of our own: we trace the original sources of a figure widely repeated in the industry.
Language
Sources in English

Where the "nine times" comes from

Two different things get cited, and they collided by accident:

Neither source measures what the sentence claims.

What the serious evidence says

The honest range is −13% to +31%. That is parity within margin of error, not a multiplier.

The argument that does hold up

The value of AI visibility is not in its conversion rate: it is in the volume and the trajectory of the channel.

Today, traffic from AI search engines is a tiny fraction of the total and is growing at triple-digit rates. What you buy by positioning now is not a present return but a position in a channel that is still cheap to occupy. That argument does not need an inflated figure, and it does not collapse when somebody checks it.

Why we publish this against our own interest

"Nine times better" is the most convenient sales argument a tool like this could have. We used it: it fed our own ROI calculator until we traced it. The reason for retiring it is practical before it is ethical: a figure that a peer-reviewed paper refutes is a time bomb inside a commercial proposal, and all it takes is the client asking the AI itself.

What this finding does NOT prove

Frequently asked questions

Does traffic arriving from ChatGPT convert better?

The published evidence ranges from 13% worse to 31% better than organic traffic, which is roughly the same. The largest peer-reviewed study (973 sites, 164.8 million transactions) finds it converts 13% worse.

Where did the "converts nine times better" figure come from?

From the collision of two sources measuring something else: a single-site case study whose "conversion" was a Google Analytics event, and a press headline whose multiplier came from an A/B test of an on-site search engine in online stores.

So why invest in AI search visibility at all?

For volume and trajectory, not for conversion rate. The channel is a tiny fraction of traffic today and growing at triple digits: positioning now is cheap, and it will be less so later.

Other findings Google AI Mode cited 67% less · Measurement is not stable · Every engine reads a different internet · A metric that cannot fail

← All findings

Published 1 September 2026
Home · Methodology · Plans & pricing