Build per project. Income scales with hours and seats. More clients means more overhead. The agency floor.
PAPERSCRAPE
Scrape any site. Any schema. Powered by Playwright + Crawl4AI + local LLM extraction under the hood — 10 extraction pipelines, run by an operator who ships data work for frontier-AI teams. You hand us a URL and a spec. We hand back structured data — CSV, JSON, webhook, or live API.
This is leverage, not labor: owned extraction systems under a strategy house. PaperChaseWebb designs the frame; PaperChaseLabs builds the engine; when SP-10 is in scope, you keep a runnable pipeline — not a retainer that grows with every new URL.
OWNED SYSTEMS · NOT HOURS
SP-01…SP-10 · schema-locked outputs · public-data law · mission handoff with gates · SP-10 ownership. Deploy when sold. The productized Labs engine under PaperChaseWebb.
Most shops sell hours wired to delivery. We sell leverage: structured extraction as a Labs product, designed at the strategy table — not a race to the bottom on cheap automation installs.
10 PIPELINES · ONE ENGINE
PLAYWRIGHT · CRAWL4AI · OLLAMASMART SCRAPER
Single-URL extraction. Tell it what you want in plain English, get back structured JSON.
OMNI SCRAPER
Vision-aware. Pulls text AND images, captioned and aligned, from one URL.
SEARCH GRAPH
Crawl a search query across many pages, aggregate into one schema.
OMNI SEARCH
Search + vision combined. The widest funnel — best for market & competitive sweeps.
MD SCRAPER
Site → clean Markdown. Ready for RAG, LLM context, vector DB ingestion.
CSV SCRAPER
Hand it a CSV of URLs, get back a CSV of extracted fields. Bulk operations.
JSON SCRAPER
Schema-locked output. You define the keys, we guarantee them — every record.
PDF SCRAPER
PDFs to structured data. Filings, reports, manuals, scanned documents.
SPEECH GRAPH
Audio + transcript ingestion. Podcasts, YouTube, earnings calls into structured records.
SCRIPT CREATOR
We hand back a runnable Python scraper you own forever. No vendor lock.
WHO USES IT
PICK YOUR TIER
4 TIERS · ALL DONE-FOR-YOURECON
- ▸ Single URL · single record set
- ▸ Up to 100 records
- ▸ CSV or JSON delivery
- ▸ 24hr turnaround
- ▸ Proof-of-fit before committing to a real build
STARTER
- ▸ Single target, single scrape
- ▸ CSV or JSON delivery
- ▸ 72hr turnaround
- ▸ Up to 5,000 records
- ▸ Email delivery
PRO
- ▸ Multi-target pipeline
- ▸ Schema-locked JSON / webhook delivery
- ▸ 30 days of scheduled re-runs
- ▸ Change-detection alerts
- ▸ Up to 100,000 records
- ▸ Discord channel access
ENTERPRISE
- ▸ Bespoke pipeline built to your spec
- ▸ Continuous data feed (API · webhook · S3 · DB)
- ▸ Unlimited records
- ▸ 90 days of priority support
- ▸ White-glove intake call
- ▸ Optional: published-data report (PDF)
WHAT YOU GET BACK
EXAMPLE · JSON{
"source": "https://example-marketplace.com/category/wearables",
"scraped_at": "2026-05-26T08:21:14Z",
"records": [
{
"title": "Operator Smartband V2",
"price_usd": 189.00,
"rating": 4.7,
"review_count": 312,
"in_stock": true,
"tags": ["wearable", "ops", "biometrics"],
"image_url": "https://.../v2.jpg"
},
{ "...": "+ 4,873 more records" }
],
"schema": "wearables.v1",
"delivery": { "csv": "s3://...", "webhook": "https://your-app/hook" }
} FAQ
▸ Is this legal?
We scrape public data only — no auth bypass, no TOS-violating endpoints, no PII harvesting. Respect robots.txt where the law requires. Anything that touches gray-zone targets gets flagged at intake.
▸ How is this different from Apify / Bright Data?
Apify is self-serve actors; you wire and run them. PaperScrape is done-for-you with an operator running LLM extraction on Playwright + Crawl4AI. You hand us a URL and a schema. We hand back data. On SP-10, you also own a runnable pipeline — leverage, not a seat that grows with every URL.
▸ Is this an AI agency?
No. PaperChaseWebb is the strategy and architecture house. PaperChaseLabs productizes engines like PaperScrape. Delivery is productized under Labs, not sold as open-ended labor hours. Internal fleet agents power the machine when useful; they are not the public product name.
▸ Who builds it?
Built and delivered by the lab. The same operator running data work for frontier-AI teams ships your pipeline. Not a freelancer marketplace.
▸ What about the data you scrape — do you publish any of it?
Yes. The lab publishes periodic data reports as PDFs (see PAPERLEDGER, coming). Enterprise clients can opt into co-branded reports or keep the data fully private.