What you get
A five-page white-label decision brief: recommended next steps, supporting evidence, and what needs testing before more budget is committed.
For Shopify & DTC agencies
Your client is asking about AI Search.
Give them a recommendation you can defend.
Independent AI Shopping and AI Search research for your agency: what to change, what to test, and what isn’t worth spending on.
White-label research. Your client relationship stays yours.
One question is enough. Add a product link if you have one.
No charge to enquire. Opens your email app.
Service & fees · Fixed-scope audit
A decision brief your agency can put to work.
$499 USD · fixed scope
What we cover
One brand, one main product, one target market, and up to three buying scenes—the situations in which someone would choose the product.
When you get it
Within 48 hours after payment and complete input confirmation. We agree fit and scope before paid work begins.
Research only. No implementation or monitoring subscription. No guaranteed AI visibility or sales.
$499 / 48 hours applies to this scope only; other questions are scoped and quoted separately. Existing quotes remain valid until their stated expiry.
One question. A practical answer.
“Should this luggage brand invest in AI Shopping?”
For Smart Birdy, the answer depended on the trip. Build a packing demonstration for one use case. Test airline fit for another. Spend nothing on a third while the product constraint remains.
The brief shows your team where to act, what to verify, and where to hold back budget.
Read the five-page sampleIndependent public research. Not a customer case or measured client result.
Which buying situations justify a next step?
FundBeauty, fashion & event trips
Build one exact-set packing demonstration.
Validate2–4 day business trips
Run the physical one-bag and airline-sizer test first.
Avoid · Moving two packed rollers
Recommend $0 in new acquisition spend this cycle. The current constraint is in the product.
Working together
Start with the question. Agree the work.
Send the question
One line is enough. Add a public product URL if you have one.
Agree scope & fee
We confirm fit, the deliverable, price, and delivery date before paid research begins.
Use the research
I deliver the agreed evidence and findings. Your team makes the final client recommendation.
Your team keeps the client relationship and the final recommendation.
Research by Xinran Cai · Founder of AI Visibility Planner
Independent AI Shopping and AI Search research. Inspect the sources and reasoning before you commission work.
How the research works →Explore the public research →Before you get in touch
A clear scope, from the start.
What should I send first?
A one-line description of your client’s current AI Shopping or AI Search question. Include a public product URL if available; we can clarify the buying situation and deadline afterwards.
What happens before paid research starts?
We check whether the question fits, then agree the research scope, deliverable, fee, and delivery date. Sending a question does not start a paid project.
Who owns the client relationship and recommendation?
Your agency keeps the client relationship, branding, pricing, and final recommendation. Research uses public inputs; no account access or end-client meeting is required. White-label delivery is available.
Have a live client question?
What is your client trying to decide?
Send one question. Add a public product link if you have one. We agree the work and fee before anything is charged.
Send a Client QuestionNo email app? Copy this address into your webmail:
xinran@aivisibilityplanner.com