Scrape and structure website data automatically with AI

It scrapes the web pages you specify, cleans the data with AI, and saves the structured results for you.

How the work actually flows

A straight line. Runs once per each url provided.

Pattern: Sequence (1) ยท Multiple Instances without Synchronization (12)

flowchart TD trig(("you provide a url list")):::human s0[["scrape each page"]]:::mi s1["ai structures raw content"]:::svc s2[("save structured results")]:::store s3(("notify when done")):::human trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"clean structured data file"/]:::out pay{{"skips manual copy and cleanup"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
An outside serviceRuns once per itemA personA record or sheetResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
AI Agents & Autonomous SystemsWeb Scraping & Data Collection
Connects
Bright DataGoogle Gemini

The problem it solves

Pulling useful information from websites by hand means copying text, cleaning up messy formatting, and re-checking pages every time something changes. It eats up hours that could go toward actually using the data.

Who it fits

Data analysts, market researchers, or product teams who need clean data pulled from websites on a recurring basis.

How it works

  1. Starts when you provide a URL or list of URLs
  2. Scrapes each page's content automatically
  3. An AI model reads and structures the raw content
  4. Saves the results and sends a notification when done
What you get

Web data already cleaned and structured for you

You give it a list of pages, and it hands back clean, structured data pulled from each one, ready to drop into your research.

What you get

A structured, cleaned data file from the scraped web pages, with a notification when it's ready.

What you need

A Bright Data account and a Google Gemini API key, on a self-hosted setup.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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