Solutions · By industry

Two sides to win. Two sets of answers.

Buyers ask AI where to find something. Sellers ask AI where to sell it. Both answers name a few platforms, and losing either side breaks the flywheel. Prefer tracks demand and supply prompts separately, shows which sources decide each, and turns your listing pages into ones AI can quote.

Demand and supply prompt setsListing and category page indexingTrust and fee tracking

app.tryprefer.com / promptsPrefer for Marketplaces · Trellis demo
where to buy handmade furniture onlineDemand prompt
Per engine
ChatGPTAbsent
PerplexityAbsent
AI OverviewsNamed
ClaudeAbsent
Named in the answer
EtsyChairish1stDibs
Who decides it
nytimes.comOne shopping guide supplies most platform answers

The buyer-side prompt. AI names two or three platforms, and that is the whole discovery step.

The flywheel math

Lose one side, lose both.

How AI engines answer marketplace questions, across 240 tracked platform domains.

74%of platform answers name 3 or fewer marketplaces

Discovery compresses to a handful of names.

2.8×buyer prompts are tracked more than seller prompts

Most marketplaces watch demand and ignore supply.

57%of marketplaces have category pages AI cannot crawl

Infinite scroll and filters hide the whole catalogue.

1-5 wksfrom shipped fix to measurable movement

Fast, because marketplace sources are crawled often.

Prefer benchmark · 240 marketplace domains · 6 engines · Q2 2026.

Both sides · 01

Sellers ask AI too. Nobody tracks that.

Every marketplace watches buyer demand. Almost none watch the question a maker types before choosing where to list. Lose that answer and supply dries up a quarter later, with no signal in between.

best place to sell handmade furniture

ChatGPT, answered this morning.

1 of 250 tracked prompts

Etsy is still the default for handmade goods: the biggest built-in audience, though fees now run around 6.5% plus listing and payment costs. Shopify suits makers who want their own storefront and already have an audience. For larger furniture pieces, Chairish takes a higher commission but reaches serious buyers.

Sourcesetsy.comreddit.comshopify.com
3platforms named1fee figure quoted0times Trellis appears

Who decides · 02

Communities and guides pick the platform.

Marketplace citations split between seller communities, shopping guides and the incumbents' own help pages. Your category pages matter, but only if AI can crawl them.

Where citations come from

One tracked category, 250 prompts, last 30 days.

6 channels
Community & forums
28%
Shopping guides
22%
Competitor-owned
18%
Review platforms
15%
Press & media
10%
Your owned pages
7%
DomainTypeCitation share
1reddit.comr/EtsySellers, fee migration threadsCommunity14.9%
2etsy.comTheir help pages define the fee baselineCompetitor11.6%
3nytimes.comNot in 2 relevant shopping guidesGuide8.7%
4trustpilot.com3.8 stars, dispute theme recurringReviews7.4%
5youtube.comSeller comparison videosCommunity6.8%
6shopify.comCompetitor6.1%
7chairish.comCategory pages fully indexedCompetitor4.7%
8trellis.coCategory pages blocked by filtersYour domain2.9%

Domains cited across 250 tracked marketplace prompts, last 30 days. Seller communities carry more weight than any press mention.

The prompt map · 03

Six families decide a marketplace.

Three run on the buyer side, three on the seller side. Most platforms track only the first three.

Trellis, per family per engine

Status of the best prompt in each family.

CitedNamedAbsent
FamilyExample promptChatGPTPerplexityAIOClaudeWhat wins it
Demandwhere to buy handmade furniture onlineShopping guides + crawlable category pages
Inventoryvintage mid-century desk under $600Indexable listings with structured data
Trustis Trellis safe to buy fromPublic buyer protection and dispute policy
Supplybest place to sell handmade furnitureSeller community presence + a seller guide
FeesEtsy vs Trellis seller feesA published fee table AI can read
AlternativesEtsy alternatives for sellersMigration pages timed to incumbent fee changes

Live from the Trellis demo workspace. Supply prompts run on their own scoreboard, because they fail silently.

The playbook · 04

Six plays win two-sided platforms.

Each play maps to the Prefer tool that runs it, so this is a queue, not a PDF.

01

Make the catalogue crawlable

Category and listing pages that render in HTML, not behind infinite scroll and filters. If AI cannot crawl your inventory, none of it can appear in an answer.

Optimise Content
02

Track the seller side

Run supply prompts as their own scoreboard. Losing sellers is invisible in demand metrics until listing growth flattens a quarter later.

Answer Engine Insights
03

Publish your fees plainly

A full fee table beats a calculator widget. Seller migration prompts are decided by numbers, and an incumbent's numbers are already published.

Create Content
04

Be in the seller communities

Reddit, Discord and YouTube drive where makers list next. Prefer finds the exact threads deciding your supply answers.

Action Center
05

Publish buyer protection

Refunds, disputes and guarantees on a page AI can quote. Trust prompts decide whether a buyer clicks through at all.

Optimise Content
06

Watch the fee changes

Every incumbent fee rise creates a spike in alternatives prompts. Prefer alerts on it so your migration page ships that week.

Competition

Demand vs supply · 05

Each side asks different questions.

Buyers ask where to find things. Sellers ask where to earn. Prefer ships a prompt set for each, on separate scoreboards.

Demand side

A buyer discovering the category, not your brand. Where you are exposed:

Discoverywhere to buy X online
Inventoryvintage X under $600
Trustis X safe, X refund policy
ComparisonX vs Y for buyers

Exposure: your catalogue is invisible, so AI recommends a crawlable rival.

Supply side

A seller choosing where to list, often after a fee change. Where you are exposed:

Where to sellbest place to sell X
FeesX vs Y seller fees, X commission
AlternativesX alternatives for sellers
Payoutshow fast does X pay out

Exposure: a fee thread redirects your next thousand sellers elsewhere.

Proof · 06

Both sides tracked. Both sides grew.

We were watching buyer demand every day and had no idea what sellers were being told. It turned out AI was sending makers to two competitors on fee questions we could have won with one honest page.

VP GrowthHandmade goods marketplace, 40 employees
4% → 29%mention share on supply prompts0 → 84%category pages crawlable5 weeksto first measurable move+37%new seller signups from AI referrals

Questions

Asked plainly.

How do marketplaces get recommended by AI assistants?

By winning both sides. AI answers buyer prompts from shopping guides and crawlable category pages, and seller prompts from communities, fee comparisons and seller guides. A marketplace that only optimises for buyers loses supply without ever seeing it.

Why do marketplaces need to track seller prompts?

Because supply fails silently. A maker asking where to sell gets three platform names, and if you are not one of them the loss shows up months later as flat listing growth. Prefer runs supply prompts on their own scoreboard.

How do I get marketplace listings into AI answers?

Make them crawlable. Category and listing pages must render in HTML with product structured data, not behind infinite scroll, filters or JavaScript. In Prefer's benchmark, 57% of marketplaces have category pages AI cannot read at all.

Which prompts should a marketplace track?

Six families, split by side: demand, inventory and trust for buyers; supply, fees and alternatives for sellers. The seller three are the ones most platforms miss.

Which sources do AI engines cite for marketplace answers?

Seller communities first, then shopping guides and incumbent help pages. In Prefer's Q2 2026 benchmark of 240 marketplace domains, communities took 28% of citations, guides 22%, competitor-owned pages 18%, and platforms' own pages 7%.

How do we win seller migration when a competitor raises fees?

Speed. Every incumbent fee change creates a spike in alternatives prompts within days. Prefer alerts on the change so your comparison and migration pages ship while the question is being asked.

Does AI visibility help marketplace trust?

Directly. Trust prompts like is X safe to buy from are answered from your buyer protection policy and your review corpus. A published dispute policy and a resolved complaint theme change what AI says about you.

How fast do marketplace AI answers change?

One to five weeks. Marketplace sources are crawled frequently, so crawlability fixes and published fee pages often show within the first cycle.

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