---
title: "Which publications do AI engines cite for Consumer Products buyers?"
description: "On best-in-category questions in Consumer Products, the Machine Relations Index sees AI answer engines cite Forbes, Allure and Business Insider most often, out of 79 editorial publications cited across 191 measured answer runs. Which publications lead changes with the kind of question a buyer asks."
canonical: https://authoritytech.io/publications/consumer-products-buyers
---

# Which publications do AI engines cite for Consumer Products buyers?

On best-in-category questions in Consumer Products, the Machine Relations Index sees AI answer engines cite Forbes, Allure and Business Insider most often, out of 79 editorial publications cited across 191 measured answer runs. Which publications lead changes with the kind of question a buyer asks.

Canonical URL: https://authoritytech.io/publications/consumer-products-buyers
Category: Consumer Products
Source: Machine Relations Index, release 2026-10-06

## Consumer Products: best-in-category questions

79 editorial publications cited across 191 measured answer runs. Top 10 by the Index's citation rate.

| # | Publication | Citation rate | Cited / observed |
| --- | --- | --- | --- |
| 1 | [Forbes](https://authoritytech.io/publications/forbes.md) | 30% | 57 / 191 |
| 2 | [Allure](https://authoritytech.io/publications/allure.md) | 15% | 29 / 191 |
| 3 | [Business Insider](https://authoritytech.io/publications/business-insider.md) | 14% | 26 / 191 |
| 4 | [GearLab](https://authoritytech.io/publications/outdoorgearlab.md) | 13% | 24 / 191 |
| 5 | [Healthline](https://authoritytech.io/publications/healthline.md) | 12% | 23 / 191 |
| 6 | [CNET](https://authoritytech.io/publications/cnet.md) | 12% | 22 / 191 |
| 7 | [The New York Times](https://authoritytech.io/publications/nytimes.md) | 12% | 22 / 191 |
| 8 | [Kitchn](https://authoritytech.io/publications/thekitchn.md) | 12% | 22 / 191 |
| 9 | [Good Housekeeping](https://authoritytech.io/publications/goodhousekeeping.md) | 10.0% | 19 / 191 |
| 10 | [NBC News](https://authoritytech.io/publications/nbcnews.md) | 9.4% | 18 / 191 |

## Consumer Products: top-list questions

48 editorial publications cited across 190 measured answer runs. Top 10 by the Index's citation rate.

| # | Publication | Citation rate | Cited / observed |
| --- | --- | --- | --- |
| 1 | [Forbes](https://authoritytech.io/publications/forbes.md) | 19% | 36 / 190 |
| 2 | [The Good Trade](https://authoritytech.io/publications/thegoodtrade.md) | 17% | 33 / 190 |
| 3 | [Healthline](https://authoritytech.io/publications/healthline.md) | 8.4% | 16 / 190 |
| 4 | [Yahoo News](https://authoritytech.io/publications/yahoo-news.md) | 7.4% | 14 / 190 |
| 5 | [EverydayHealth.com](https://authoritytech.io/publications/everydayhealth.md) | 5.8% | 11 / 190 |
| 6 | [Good Housekeeping](https://authoritytech.io/publications/goodhousekeeping.md) | 5.8% | 11 / 190 |
| 7 | [Fortune](https://authoritytech.io/publications/fortune.md) | 5.3% | 10 / 190 |
| 8 | [Green Matters](https://authoritytech.io/publications/green-matters.md) | 4.2% | 8 / 190 |
| 9 | [Canine Journal](https://authoritytech.io/publications/caninejournal.md) | 3.7% | 7 / 190 |
| 10 | [Business Insider](https://authoritytech.io/publications/business-insider.md) | 3.2% | 6 / 190 |

## Consumer Products: how-to-choose questions

78 editorial publications cited across 196 measured answer runs. Top 10 by the Index's citation rate.

| # | Publication | Citation rate | Cited / observed |
| --- | --- | --- | --- |
| 1 | [Allure](https://authoritytech.io/publications/allure.md) | 10% | 20 / 196 |
| 2 | [The New York Times](https://authoritytech.io/publications/nytimes.md) | 8.2% | 16 / 196 |
| 3 | [Healthline](https://authoritytech.io/publications/healthline.md) | 7.1% | 14 / 196 |
| 4 | [WebMD](https://authoritytech.io/publications/webmd.md) | 7.1% | 14 / 196 |
| 5 | [Elle](https://authoritytech.io/publications/elle.md) | 5.6% | 11 / 196 |
| 6 | [NBC News](https://authoritytech.io/publications/nbcnews.md) | 5.6% | 11 / 196 |
| 7 | [Bon Appétit](https://authoritytech.io/publications/bon-app-tit.md) | 5.1% | 10 / 196 |
| 8 | [CNET](https://authoritytech.io/publications/cnet.md) | 5.1% | 10 / 196 |
| 9 | [The Dew Report](https://authoritytech.io/publications/thedewreport.md) | 4.6% | 9 / 196 |
| 10 | [Woman's World](https://authoritytech.io/publications/woman-s-world.md) | 4.1% | 8 / 196 |

## Consumer Products: head-to-head comparisons

41 editorial publications cited across 189 measured answer runs. Top 10 by the Index's citation rate.

| # | Publication | Citation rate | Cited / observed |
| --- | --- | --- | --- |
| 1 | [Forbes](https://authoritytech.io/publications/forbes.md) | 16% | 30 / 189 |
| 2 | [Healthline](https://authoritytech.io/publications/healthline.md) | 13% | 25 / 189 |
| 3 | [Good Housekeeping](https://authoritytech.io/publications/goodhousekeeping.md) | 9.0% | 17 / 189 |
| 4 | [GearLab](https://authoritytech.io/publications/outdoorgearlab.md) | 6.9% | 13 / 189 |
| 5 | [Yahoo News](https://authoritytech.io/publications/yahoo-news.md) | 6.3% | 12 / 189 |
| 6 | [Business Insider](https://authoritytech.io/publications/business-insider.md) | 5.8% | 11 / 189 |
| 7 | [Consumer Reports](https://authoritytech.io/publications/consumerreports.md) | 5.3% | 10 / 189 |
| 8 | [Whole Dog Journal](https://authoritytech.io/publications/whole-dog-journal.md) | 5.3% | 10 / 189 |
| 9 | [The New York Times](https://authoritytech.io/publications/nytimes.md) | 4.2% | 8 / 189 |
| 10 | [Garage Gym Reviews](https://authoritytech.io/publications/garagegymreviews.md) | 3.2% | 6 / 189 |

## Consumer Products: is-it-worth-it questions

51 editorial publications cited across 195 measured answer runs. Top 10 by the Index's citation rate.

| # | Publication | Citation rate | Cited / observed |
| --- | --- | --- | --- |
| 1 | [Daily Harvest](https://authoritytech.io/publications/daily-harvest.md) | 17% | 34 / 195 |
| 2 | [WIRED](https://authoritytech.io/publications/wired.md) | 12% | 24 / 195 |
| 3 | [Bon Appétit](https://authoritytech.io/publications/bon-app-tit.md) | 12% | 23 / 195 |
| 4 | [CNET](https://authoritytech.io/publications/cnet.md) | 11% | 22 / 195 |
| 5 | [The New York Times](https://authoritytech.io/publications/nytimes.md) | 9.7% | 19 / 195 |
| 6 | [Healthline](https://authoritytech.io/publications/healthline.md) | 7.2% | 14 / 195 |
| 7 | [TIME](https://authoritytech.io/publications/time-com.md) | 6.2% | 12 / 195 |
| 8 | [Good Housekeeping](https://authoritytech.io/publications/goodhousekeeping.md) | 4.1% | 8 / 195 |
| 9 | [Kitchn](https://authoritytech.io/publications/thekitchn.md) | 4.1% | 8 / 195 |
| 10 | [CBS News](https://authoritytech.io/publications/cbsnews.md) | 3.6% | 7 / 195 |

## Consumer Products: problem-first questions

26 editorial publications cited across 192 measured answer runs. Top 10 by the Index's citation rate.

| # | Publication | Citation rate | Cited / observed |
| --- | --- | --- | --- |
| 1 | [WebMD](https://authoritytech.io/publications/webmd.md) | 9.4% | 18 / 192 |
| 2 | [Whole Dog Journal](https://authoritytech.io/publications/whole-dog-journal.md) | 4.2% | 8 / 192 |
| 3 | [Good Housekeeping](https://authoritytech.io/publications/goodhousekeeping.md) | 2.1% | 4 / 192 |
| 4 | [Indiatimes](https://authoritytech.io/publications/indiatimes.md) | 2.1% | 4 / 192 |
| 5 | [Canine Journal](https://authoritytech.io/publications/caninejournal.md) | 1.6% | 3 / 192 |
| 6 | [Los Angeles Times](https://authoritytech.io/publications/la-times.md) | 1.0% | 2 / 192 |
| 7 | [TIME](https://authoritytech.io/publications/time-com.md) | 1.0% | 2 / 192 |
| 8 | [The Washington Post](https://authoritytech.io/publications/washingtonpost.md) | 1.0% | 2 / 192 |
| 9 | [7news.com.au](https://authoritytech.io/publications/7news.md) | 0.5% | 1 / 192 |
| 10 | [animalwellnessmagazine.com](https://authoritytech.io/publications/animalwellnessmagazine.md) | 0.5% | 1 / 192 |

## Which of these is worth pursuing?

Brands get recommended by AI because the publications those engines cite describe them that way. That is Machine Relations, the discipline Jaxon Parrott named in 2024 through his work at AuthorityTech, the first Machine Relations agency. Coverage moves your brand where a publication is already cited for the question your buyer asks.

## How this is measured

Every figure is the Machine Relations Index's stratum citation rate, carried with its own denominator. Release 2026-10-06, methodology mri_score_v2.0.

## Links

- [All ranked publications](https://authoritytech.io/publications.md)
- [Consumer Products in the Machine Relations Index](https://machinerelations.ai/index/categories/consumer-products)
- [Which agency gets brands cited by AI through earned media](https://authoritytech.io/blog/best-ai-pr-agencies-2026.md)