Self-serve API & MCP — early access

Scrape, match & compare product data from any e-shop

Turn every e-shop into one clean, deduplicated catalog. Products matched across shops, no EAN or barcode required. Call it from your code, or hand it to an AI agent.

Analyzefirst 10 shops free
Scrapefrom €0.40 / 1k products
Match€7 / 1k products

01/Data Collection

Clean data from any shop

Point it at any e-shop and get clean, structured product data. Proxies, JS rendering and anti-bot are handled for you.

Built for the world's millions of e‑shops

Not a prototype: the same engine already runs price intelligence for some of the largest retailers in Europe. Thousands of shops in production, hundreds of millions of products. We handle the rest.

<!DOCTYPE html>
<html>
<body>
<div class="product">
<h1>Asus Vivobook 15</h1>
<span class="price">
€529
</span>
<div class="stock">
In stock
</div>
</div>
</body>
</html>
<!DOCTYPE html>
<html>
<body>
<div class="product">
<h1>Google Pixel 9a</h1>
<span class="price">
€509
</span>
<div class="stock">
In stock
</div>
</div>
</body>
</html>
<!DOCTYPE html>
<html>
<body>
<div class="product">
<h1>Xiaomi Robot Vacuum S10</h1>
<span class="price">
€309
</span>
<div class="stock">
Low stock
</div>
</div>
</body>
</html>
<!DOCTYPE html>
<html>
<body>
<div class="product">
<h1>DeLonghi Magnifica S</h1>
<span class="price">
€349
</span>
<div class="stock">
Out of stock
</div>
</div>
</body>
</html>
<!DOCTYPE html>
<html>
<body>
<div class="product">
<h1>EDIFIER D32</h1>
<span class="price">
€159
</span>
<div class="stock">
In stock
</div>
</div>
</body>
</html>
<!DOCTYPE html>
<html>
<body>
<div class="product">
<h1>Logitech MX Master 3S</h1>
<span class="price">
€89
</span>
<div class="stock">
In stock
</div>
</div>
</body>
</html>
Powering live price intelligence in production

You do not have to touch:

Browser rendering

Orchestration of headless browsers at scale, handled automatically.

Anti-scraping & proxies

Bypass CAPTCHAs, rate limits, and IP blocks seamlessly.

Paging & sitemaps

Automatic pagination, filters, and sitemap traversal.

Language & currency

Handle locale switching and multi-currency sites effortlessly.

Incomplete crawls

Debugging failed or partial crawls with automatic retries.

Waiting for content to load

Smart detection of when JS-rendered pages are fully loaded.

02/Processing

Extraction & Healing

Our AI extracts structured product data from raw HTML: names, prices, availability. It stays correct even when page structures change.

Smart Extraction

AI learns a site's structure once, then runs as deterministic parsing at scale: same page in, same data out. No LLM per page, no hallucinated prices.

Auto-Healing

Our auto-healers continuously validate correctness of extracted data when the site changes.

Canonical prices & availability

Every shop's own stock labels and price formats normalized to one clean schema: explicit currency, one availability enum. Ready to join across shops.

Data extraction
Streaming
<!DOCTYPE html>
<html>
<body>
<div class="products-grid">
<div class="product-card" data-id="12345">
<div class="product-image-wrapper">
<img src="/images/asus-vivobook-15.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">Asus Vivobook 15 Silver</h3>
<div class="pricing-container">
<span class="price-current">€529</span>
<span class="price-old">€569</span>
</div>
<div class="stock-status available">
<span class="badge green">In stock</span>
</div>
<button class="add-to-cart">Add to cart</button>
</div>
</div>
<div class="product-card" data-id="67890">
<div class="product-image-wrapper">
<img src="/images/google-pixel-9a.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">Google Pixel 9a 5G 8/256 GB</h3>
<div class="pricing-container">
<span class="price-current">€509</span>
</div>
<div class="stock-status available">
<span class="badge green">In stock</span>
</div>
<button class="add-to-cart">Add to cart</button>
</div>
</div>
<div class="product-card" data-id="11223">
<div class="product-image-wrapper">
<img src="/images/xiaomi-vacuum-s10.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">Xiaomi Robot Vacuum S10</h3>
<div class="pricing-container">
<span class="price-current">€309</span>
<span class="price-old">€329</span>
</div>
<div class="stock-status limited">
<span class="badge orange">Low stock</span>
</div>
<button class="add-to-cart">Add to cart</button>
</div>
</div>
<div class="product-card" data-id="44556">
<div class="product-image-wrapper">
<img src="/images/delonghi-magnifica-s.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">DeLonghi Magnifica S ECAM 22.110</h3>
<div class="pricing-container">
<span class="price-current">€349</span>
</div>
<div class="stock-status unavailable">
<span class="badge red">Out of stock</span>
</div>
<button class="add-to-cart disabled">Notify me</button>
</div>
</div>
</div>
</body>
</html>
<!DOCTYPE html>
<html>
<body>
<div class="products-grid">
<div class="product-card" data-id="12345">
<div class="product-image-wrapper">
<img src="/images/asus-vivobook-15.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">Asus Vivobook 15 Silver</h3>
<div class="pricing-container">
<span class="price-current">€529</span>
<span class="price-old">€569</span>
</div>
<div class="stock-status available">
<span class="badge green">In stock</span>
</div>
<button class="add-to-cart">Add to cart</button>
</div>
</div>
<div class="product-card" data-id="67890">
<div class="product-image-wrapper">
<img src="/images/google-pixel-9a.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">Google Pixel 9a 5G 8/256 GB</h3>
<div class="pricing-container">
<span class="price-current">€509</span>
</div>
<div class="stock-status available">
<span class="badge green">In stock</span>
</div>
<button class="add-to-cart">Add to cart</button>
</div>
</div>
<div class="product-card" data-id="11223">
<div class="product-image-wrapper">
<img src="/images/xiaomi-vacuum-s10.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">Xiaomi Robot Vacuum S10</h3>
<div class="pricing-container">
<span class="price-current">€309</span>
<span class="price-old">€329</span>
</div>
<div class="stock-status limited">
<span class="badge orange">Low stock</span>
</div>
<button class="add-to-cart">Add to cart</button>
</div>
</div>
<div class="product-card" data-id="44556">
<div class="product-image-wrapper">
<img src="/images/delonghi-magnifica-s.jpg" />
</div>
<div class="product-info">
<h3 class="product-title">DeLonghi Magnifica S ECAM 22.110</h3>
<div class="pricing-container">
<span class="price-current">€349</span>
</div>
<div class="stock-status unavailable">
<span class="badge red">Out of stock</span>
</div>
<button class="add-to-cart disabled">Notify me</button>
</div>
</div>
</div>
</body>
</html>
Product name
Price
Availability

03/Advanced Matching

The same product across shops — no EAN needed

The AI compares real listings using all available product information, including images. A final AI validation then confirms or rejects every pair, so look-alikes don't slip through. These pairs are from production, where 88,646 confirmed matches between two Czech electronics retailers already exist.

AI Analysis 1 of 4
💻

ASUS Vivobook 15 (X1502VA-NJ597W) Silver

€549
💻

Notebook Asus Vivobook 15 (X1502VA-NJ597W) silver

€529
Matching AnalysisProcessing...
Image
-
Name
-
Price
-
Specs
-
Description
-
SKU
-

04/What you get back

One row per product, every shop that sells it

The dataset you pull from the API: the same product across shops, each shop's price and stock status on one row. Or pull one shop's full catalog, every product with all details. Feed it to repricing, a dashboard, or an agent.

ASUS Vivobook 15 (X1502VA-NJ597W)
Your price
€529
Shop A
€549
Shop B
€539
Google Pixel 9a 5G 8/256 GB
Your price
€509
Shop A
€519
Shop B
€515
Xiaomi Robot Vacuum S10
Your price
€299
Shop A
€309
Shop B
€305
EDIFIER D32 speaker brown
Your price
€159
Shop A
€165
Shop B
€155
DeLonghi Magnifica S ECAM 22.110
Your price
€349
Shop A
€369
Shop B
€355
Logitech MX Master 3S
Your price
€89
Shop A
€99
Shop B
€95
Bosch AdvancedImpact 18 drill
Your price
€99
Shop A
€109
Shop B
€105
HP Color Laser MFP 178nw
Your price
€289
Shop A
€299
Shop B
€295
Sample rows from a matched catalogHundreds of millions of products indexed

API access

Access it any way

A plain REST API with no SDK to install, callable from any language. Or skip the code entirely and drive Scout from your AI agent over MCP.

curl -L "https://api.deepscout.ai/v1/exports/all_products_with_details" \
-H "token: YOUR_API_KEY" \
-o products.json
# 302 → presigned URL, then the export — JSON Lines, one product per line
{"website_id": "competitor-shop.com", "name": "Asus Vivobook 15 (X1502VA-NJ597W) Silver", "price": 529, "currency": "EUR", "availability_extracted": "IN_STOCK", "first_seen": "2026-06-14", …}
Plain REST, no SDK
Just HTTPS. Call it from any language, any runtime
JSON or XML
JSON Lines by default, XML on request
Full docs ship with your API key.
Join early access

Pricing

From €0.40 per 1,000 products

Usage-based, pay per result: scraping priced by difficulty, matching priced per input product. Analyze any shop for free first to see its scope. No seats, no minimums, no sales call.

Analyze

Know before you run.

Freefirst 10 shops

Every scrape starts here: you see the shop's scope and difficulty first, then decide whether it's worth scraping.

  • URL & product discovery
  • Structure detection
  • Scope & difficulty estimate
  • No card needed

Scrape

Clean structured data from any shop.

from€/ 1,000 products

€0.40–1.20 depending on how hard the shop is to scrape. You see the difficulty before you run it.

  • Any e-shop by URL
  • Anti-bot & JS rendering handled
  • Auto-healing parsers
  • Async jobs, results in minutes
No EAN needed

Match

One catalog across every shop.

€/ 1,000 products

Volume pricing from 50k products. Re-runs bill only new and changed products (min. 5%). Details in the FAQ.

  • Uses all available product info, incl. images
  • Final AI validation on every pair
  • Rejects look-alikes
  • No barcode or EAN required

FAQ

Questions, answered

Yes. Scout comes with an MCP server, so an agent in Claude Code, Cursor or any other MCP client can scrape and match on its own, no glue code needed. Everything is also available as a plain HTTP API if you'd rather call it directly.

Start building on it first

Join early access and you'll get your API key, the docs and the MCP server the day they ship.

Aby všechno fungovalo

Používáme marketingové a analytické cookies, abychom se poučili jak produkt využíváte. Tím můžeme produkt vylepšovat a zobrazovat vám relevantní reklamy.