Prices, stock and search rank for products at every major retailer, in one request. Your agent gets answers in milliseconds instead of browsing for minutes.
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Every major retailer
Unbiased
Unsponsored
Products matched across the stores people shop at most
Amazon
Walmart
Target
Kroger
Costco
Best Buy
Home Depot
CVS
Walgreens
Sephora
Ulta
Chewy
Wayfair
Instacart
The problem for agents
To find a product today, an agent opens a browser and goes through retailer sites one page at a time. It’s slow and expensive, sites can block it, and some of the biggest retailers already do.
A shortlist takes minutes, and the shopper waits the whole time.
Most of the tokens go to reading web pages.
Amazon blocks outside agents. Connectors only cover retailers that signed up.
Results lean toward whichever site loaded fastest.
BROWSING
222,000
tokens, several minutes, and still no Amazon
STARFOREST
1 request
milliseconds, every retailer
Who it’s for
Answer shopping questions without opening a browser.
For teams building personal or shopping agents that need products from every retailer, including the ones they have no deal with.
Spend far fewer tokens and answer in milliseconds.
Include retailers you can’t browse or don’t have a connector for.
Recommend products based on search rank, sales and local stock.
Brands can’t pay for placement, so your users can trust the results.
Comparison
Browsing, retailer connectors and merchant feeds each cover part of the market. Starforest covers all of it in one place.
Browsing, connectors and feeds
Minutes per answer, and a lot of tokens
Only the retailers that let you in
Only what merchants choose to send
No data on what’s selling or ranking
Results lean toward the fastest site
V/S
Starforest
One request, answered in milliseconds
Every major retailer, side by side
Checked on retailer sites every day
Search rank, bestsellers, sales and local stock
No paid placement
Our rules
If brands could pay for better placement, agents would stop trusting the data. So we don’t allow it.
No paid ranking
Brands can add better, more accurate information about their products. They can’t pay for a higher position.
No ads in answers
We don’t put sponsored products into agent answers.
Every number has a source
Each price, stock level and rank shows which store it came from and when we checked, so agents can cite it.
Early access
We’ll show the catalog on your categories, your stores or your agent in a 30-minute call.
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A live product catalog for AI shopping agents.
Product
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