Replace 10+ tools with one

AI-native
<article class="product">
<h1>Air Max 90 - White</h1>
<span class="price">$129.99</span>
<div class="stock in">In stock</div>
<div class="rating" data-score="4.7">
<span>4.7</span> (1,284 reviews)
</div>
<img src="/img/airmax90.jpg" />
</article>{
"title": "Air Max 90 - White",
"price": 129.99,
"currency": "USD",
"inStock": true,
"rating": 4.7,
"reviewCount": 1284,
"image": "https://shop.example/img/airmax90.jpg"
}Example output. Schema-aligned JSON from any page.
Schema enforcement and confidence scoring, tuned for web data.
Escalates to stronger models only when confidence drops.
If a model fails, the next one runs automatically.
How It Works
Pick providers, set fallback order, define your output schema.
The engine routes requests, handles failures, and retries across providers.
Watch every step, fallback and result - in real time.
Features
Works with the tools you already use
Your Data Layer
Define fields once. Every item validated automatically.
Isolate data per client or environment. Same schema, separate items and variables.
Bind scraper params to config fields. Zero custom code.
Crawler finds 142 URLs
Writes each URL as a new item into Config
Scraper reads each URL
Picks items from Config as input parameters
Results stored as artifacts
Every run keeps structured output - browse, download, or pipe into the next step