Case studies

Change the page. The answer changes.

We asked ChatGPT, Claude, Gemini and Perplexity what they think of a company, traced every doubt to the page behind it, and asked again after the fix. Here is what moved.

Stacy Grace, KENTMeghan Victoria, Sol KystShawn Lerner, BallooneryRikki Bennie, SmooveesKathy Vurinaris, SleaksStephanie Lipp, MycoFutures
We’ve worked with founders at KENT, Sol Kyst, Balloonery, Smoovees, Sleaks and MycoFutures.
4 agentsAsked coldEvery answer kept
TEST 01myco-futures.com

Claude said the carbon figures had no source. MycoFutures named both. Asked again, Claude cited them.

Claude · “What do you think of myco-futures.com?”Asked again 5 minutes after the change went live
Before · 30 Sep

“…but I couldn't find a source or methodology for them.”

After · 2 Oct

“It also gives sources for its carbon claims (2025 assessments by UBC and Oxia).”

Stephanie Lipp
“Going from a flagged unsourced CO₂ claim to making a targeted change by adding the citation made the impact tangible.”
Stephanie Lipp, Co-founder and CEO, MycoFutures
Traced to

The homepage. Two carbon figures with no source a buyer could check.

The change

One source line under each figure.

See the full test, agent by agent →
TEST 02solkyst.ca

Claude called the reviews hand-picked. Sol Kyst put a new homepage live. The next day, five doubts were gone.

Claude · “What do you think of solkyst.ca?”Asked again 23 minutes after the new homepage was first seen
Before · 9 Oct

“…and that the glowing reviews are hand-picked by the brand.”

After · 10 Oct

“Reviews average 4.7 stars from 891 people.”

Meghan Victoria
“omg, it was life changing. And yes to redo the asks I was so determined to fix everything so it makes me so happy to hear it worked out. Some were tricky but I was pretty relentless lol. I’m so so excited and can’t wait to see how this helps us.”
Meghan Victoria, Founder, Sol Kyst
Cleared on the second ask
Claude · reviewsClaude · measurementsChatGPT · what to checkChatGPT · widest claimPerplexity · price
The change

A new homepage stating the review count, frame measurements, lenses and returns.

See the full test, signal by signal →
How every test works

Four steps. Every answer and every page kept.

01

Asked cold

Four agents, live search, nothing supplied by us. The answer a stranger gets.

02

Marked

Every sentence that holds a buyer back, split out of the full answers.

03

Traced

Each sentence to the page or outside source the agent opened to say it.

04

Asked again

The same question after the change, compared sentence by sentence.

Why your own AI can’t run this test.

Your own AI answers about a company it already knows, from one model. These tests asked four agents cold, kept every answer and every page they opened, then asked again after the change.

Run the same test on your site.