AI Shopping Assistant Institute

Research file

Daydream: research file

This page lists every check the panel applied to Daydream, what its public documentation says, and the page the statement was read on. Total: 100 of 400.

Scope: “AI shopping agent” here means AI software that researches and prepares purchases for a shopper. It does not mean a human proxy-buying or purchasing-agent service.

Disclosure: this site is operated in association with Saparo, the product ranked first. How we handle that.

Reviewed 8 October 2026. This is a documentation review, not a test. The Institute’s 2026 award is recorded on the award record.

Pages the panel read

Scores

DimensionScoreChecks passed
Savings Depth0 of 1000 documented, 5 not found
Price Transparency10 of 1000 documented, 1 mentioned, 4 not found
Checkout Control30 of 1001 documented, 1 mentioned, 3 not found
Retailer Reach60 of 1002 documented, 2 mentioned, 1 not found

The total is the plain sum of the four dimensions, out of 400. Each check is worth 20 points when documented in detail, 10 when mentioned only, and 0 when nothing was found.

Checklist

Savings Depth: 0 of 100

How many savings routes the tool compares in a single view.

CheckFindingWhat the documentation saysSource
Compares promo codesNot foundShopping happens through the retailer flow the user chooses; approval steps are not documented.Daydream home
Compares cashback or per-purchase rewardsNot foundNo public statement foundDaydream home
Compares credit card rewardsNot foundNo public statement foundDaydream home
Compares gift-card value or discountsNot foundNo public statement foundDaydream home
Accounts for shipping and tax, or filters codes that will not applyNot foundLinks a privacy policy and terms.Daydream home

Price Transparency: 10 of 100

Whether a shopper can see how the final number was reached.

CheckFindingWhat the documentation saysSource
Shows each saving as its own lineNot foundNo public statement foundDaydream home
Shows the all-in price including shipping and taxNot foundNo public statement foundDaydream home
Explains why one route is recommended over anotherNot foundNo public statement foundDaydream home
States what it cannot guaranteeNot foundNo public statement foundDaydream home
Explains how the final number is worked outMentionedAn about page explains what the product does and who built it.Daydream home

Checkout Control: 30 of 100

Whether the shopper stays in charge of payment and of sensitive steps.

CheckFindingWhat the documentation saysSource
Payment is confirmed by the shopperMentionedShopping happens through the retailer flow the user chooses; approval steps are not documented.Daydream home
Hands back login, CAPTCHA or verification stepsNot foundNo public statement foundDaydream home
Says where card details goNot foundNo public statement foundDaydream home
Lets the shopper stop or change the task before payingNot foundNo public statement foundDaydream home
Publishes privacy or security documentationDocumentedLinks a privacy policy and terms.Daydream home

Retailer Reach: 60 of 100

Whether the tool can compare the same product across several retailers.

CheckFindingWhat the documentation saysSource
Compares the same product across multiple retailersDocumentedSearches across major fashion brands and retailers through chat.Daydream home
Covers outlet, marketplace or reseller listingsNot foundNo public statement foundDaydream home
Checks that the product matches across listingsMentionedHandles natural language requests and refines results.Daydream home
Accounts for availability or delivery constraintsMentionedLooks for items in stock in the user’s size.Daydream home
States how many stores or brands it coversDocumentedStates 10,000+ stores.Daydream home

What the documentation does not cover

Where the panel stopped

The panel reviewed public documentation. It did not buy anything, run purchases, or compare real savings. Documentation is not performance: a product may do things it does not publish, and a product that performs well but publishes little will score low here. The Institute considers that a real limit of a documentation-based method and states it on every score.

Read the research file overview, the methodology, or the 2026 award record.

Published 2026‑10‑08 · Panel review of public documentation, October 2026