AI Shopping Assistant Institute

Research file

Honey: research file

This page lists every check the panel applied to Honey, what its public documentation says, and the page the statement was read on. Total: 160 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 Depth50 of 1001 documented, 3 mentioned, 1 not found
Price Transparency10 of 1000 documented, 1 mentioned, 4 not found
Checkout Control40 of 1001 documented, 2 mentioned, 2 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: 50 of 100

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

CheckFindingWhat the documentation saysSource
Compares promo codesDocumentedAsks whether you want to use a code before applying it.Honey home
Compares cashback or per-purchase rewardsMentionedPayPal Rewards: Gold points on eligible purchases, mentioned as a rewards program.Honey home
Compares credit card rewardsNot foundNo public statement foundHoney home
Compares gift-card value or discountsMentionedDroplist and alerts let the shopper decide when to buy.Honey home
Accounts for shipping and tax, or filters codes that will not applyMentionedLinks privacy, terms and an ad disclosure.Honey 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 foundHoney home
Shows the all-in price including shipping and taxNot foundNo public statement foundHoney home
Explains why one route is recommended over anotherNot foundNo public statement foundHoney home
States what it cannot guaranteeMentionedAmazon page states prices are illustrative and discounts and availability vary.Honey home
Explains how the final number is worked outNot foundNo public statement foundHoney home

Checkout Control: 40 of 100

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

CheckFindingWhat the documentation saysSource
Payment is confirmed by the shopperMentionedAsks whether you want to use a code before applying it.Honey home
Hands back login, CAPTCHA or verification stepsNot foundPayPal Rewards: Gold points on eligible purchases, mentioned as a rewards program.Honey home
Says where card details goNot foundNo public statement foundHoney home
Lets the shopper stop or change the task before payingMentionedDroplist and alerts let the shopper decide when to buy.Honey home
Publishes privacy or security documentationDocumentedLinks privacy, terms and an ad disclosure.Honey 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 retailersMentionedCompares sellers on Amazon rather than across retailers.Honey home
Covers outlet, marketplace or reseller listingsMentionedAmazon seller comparison includes third-party sellers.Honey home
Checks that the product matches across listingsNot foundNo public statement foundHoney home
Accounts for availability or delivery constraintsDocumentedPrice history tool and price drop alerts.Honey home
States how many stores or brands it coversDocumentedHomepage states 30,000+ stores and thousands of sites.Honey 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