Which brands agents shortlist.
See where the focus brand enters the answer set and which alternatives travel with it.
AI SHOPPING INTELLIGENCE
See what AI agentssay about your brand.
ShoppiPanel runs controlled AI shopping trips and shows who agents recommend, why proof wins, and what to test next.
Sample report / evidence-bounded receipts / Founding 100 Pro is $249/month
Agent trip receipt
Tested shopping surface
Mission prompt
Find a leakproof commuter bottle under $50.
Written reasoning
Focus brand surfaced, but the chosen alternative gave the agent clearer leakproof proof, warranty evidence, and reviews it could cite.
- SURFACED
- COMPARED
- NOT CHOSEN
- RECEIPT-BACKED
Next Test Note
Make leakproof and warranty proof easier to cite, then rerun the mission.
Agent decision context
Agent mentions are a headline.Their reasoning is your lever.
Mentions tell you where the brand appeared. The useful work is understanding why agents recommended, skipped, compared, trusted, or defected.
Why your brand drops out.
Separate simple absence from moments where proof, language, availability, or trust changes the recommendation.
What evidence agents trust.
Trace the claims, reviews, source pages, and comparison cues agents cite when they make the choice.
What to test next Monday.
Turn agent reasoning into a focused content, proof, or comparison test your growth team can ship.
Report proof
What is inside a Voice of Agent report.
Each report turns controlled shopping trips into a buyer-readable account of the recommendation, the reasoning, the evidence boundary, and the next test.
Recommendation outcome
Which brands agents recommend, skip, compare, or keep in the consideration set.
Trusted evidence
The source pages, claims, reviews, and proof points agents cite when they explain the choice.
Monday tests
A focused set of claim, comparison, and proof changes to ship before the next category run.
Sample report
Open the public sample before you apply.
See the completed report shape: outcomes, receipts, evidence limits, and practical tests for the next run.
Founding 100 Pro
Founding 100 Pro is $249/month, locked for 12 months.
Apply with your category, focus brand, and the question you want the first report to answer. Our team follows up with fit, scope, and first-report timing before activation.
Active offer
$249/month
Locked for 12 months after acceptance. Billing starts only after your founding spot is confirmed and onboarding begins.
Apply for Founding 100