Hear what real buyers say about your category, and ignore the rest.

Buyerlore reads public TikTok, Reddit and review conversations about your products and competitors. We tell you which signals come from real customers, which are paid or seeded, and what that means for your next launch, listing or campaign.

Briefs start at $500 and arrive in five business days.

Dog calming chews, public postsIllustrative

Use my code CALM20 for 20% off!! #ad

Affiliate code

Gave him one before the fireworks and he slept through it.

Real buyer

Obsessed with these, link in bio

Creator script

This brand changed our life #partner

Gifted post

Third bottle. Works for car rides, does nothing for thunder.

Real buyer

Run don't walk, restocked today

Creator script

Are these safe with his joint meds? Vet wasn't sure.

Real buyer

In one audit, fewer than 1 in 10 posts about either leading brand came from actual customers.

Built for teams who make product and marketing calls

Dashboards show you volume. We read the conversations and hand you a judgment you can act on.

US consumer brands

Pet, home and wellness brands that need to know whether competitor buzz is real demand or paid reach, and what customers keep asking for that nobody sells yet.

Sellers entering the US

TikTok Shop and Amazon sellers, and the agencies that serve them, who want to understand American buyers in a category before spending on inventory, creators or ads.

What we deliver

Every deliverable is a written report with real quotes and clear recommendations, followed by a 30-minute walkthrough call.

Category Voice Brief

From $500

The fastest way to learn what American buyers really think about a category: what they praise, what frustrates them, what they wish existed, and the exact words they use.

Request a brief
  • A map of buyer praise, complaints and unmet needs, each backed by real quotes
  • How your brand and two competitors are talked about
  • Three to five recommendations for product, listing or content
  • Delivered in five business days

AI Search Demand Layer

The questions and phrasing buyers use when they research your category, structured so your content team can answer them on your site and in AI search results.

Best whenyou are investing in SEO or AI search visibility

Signal Authenticity Audit

We separate genuine customer voice from affiliate, gifted and scripted content for your brand and your competitors, so you know which buzz reflects real demand.

Best whena competitor looks like it is winning and you need to know if it is real

Launch Validation

Before you launch, we show which features buyers now take for granted and where the open opportunity is, based on what they say about existing products.

Best whenyou are deciding specs, positioning or price for a new product

Creator and Channel Map

Which creators and channels actually shape opinion in your category, as opposed to those that only generate volume.

Best whenyou are choosing creators or planning a channel budget

These four are scoped per project. Tell us your question and we will send a quote within one business day.

Sample findings from recent work

Three categories, three different questions. Competitor brand names are withheld.

Hummingbird feeders

Category Voice Brief

Bees are the number one complaint, more than four times the next issue, and no smart-feeder brand is addressing it.

Off Amazon, only 1 of 15 posts about the two leading brands came from a real customer. Most were affiliate posts repeating the Amazon listing title word for word.

Dog calming chews

Signal Authenticity Audit

For both market leaders, real customer posts made up less than a tenth of the conversation.

Most of the visible activity was affiliate and creator content, which made both brands look more popular with buyers than they were.

Automatic litter boxes

Launch Validation and Creator Map

App control is now expected. Health monitoring is where buyers see room for something better.

Established US brands hold the high-engagement conversations. New entrants generate volume but little influence.

Want the full sample report? Email us and tell us which category interests you.

How a project works

Most projects take one to two weeks from first call to final walkthrough.

  1. You tell us the question

    Your category, your brand, the competitors you care about, and the decision you are trying to make.

  2. We read the conversation

    We collect public posts and comments, separate real buyers from promotional content, and analyze what remains.

  3. You get a judgment

    A written report with quotes and recommendations, plus a call to walk through it and answer follow-up questions.

Public data only

We work exclusively with publicly visible posts and comments, collected without logging into any account. We do not buy personal data, and we never ask for access to your social accounts.

We sell findings, not data dumps

You will not get a spreadsheet of a hundred thousand comments. You will get the ten that matter and a clear view of what they mean for your business.

Start with a 20-minute call

Tell us about your category and the decision in front of you. If a Category Voice Brief is the right first step, we can start the same week.

Book a call

hello@buyerlore.com

Based in New Jersey. Working with brands and sellers across the US.