Replace 11+ tools with one

AI-native
Our own AI pipeline, purpose-built for web data. Multi-step prompting, schema enforcement, and confidence scoring that general LLMs don't do out of the box.
Start with cheaper models, escalate to stronger ones only when confidence drops. Pay for intelligence only when you need it.
If a model or provider fails, the chain reruns on the next one automatically - the same fallback logic your requests already use.
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
Products
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