Feed models, agents, and RAG with fresh web corpora
AI Training Data
The open web is the largest training corpus. Piloterr turns URL lists into clean Markdown and JSON—with anti-bot bypass and LLM-ready formatting built in.
- Collect text, metadata, and structured records from public pages
- Emit Markdown or JSON optimized for tokenization and RAG chunks
- Crawl, deduplicate, and shard outputs into pipeline-ready files
Markdown
LLM-ready output
JSON
structured records
0
credits on failed requests
Crawl
site traversal APIs
Corpus collection at scale
Start from seed URLs, follow links with depth limits, and convert pages to boilerplate-free Markdown. Piloterr handles rate control, retries, and anti-bot bypass end to end.
- Seed lists, sitemaps, or search results as crawl entry points
- Deduplicate by URL hash before writing shards
- Stealth rendering for JavaScript-heavy documentation sites
Structured extraction without custom parsers
Turn HTML into typed JSON with schemas or extract clean Markdown for embedding pipelines. Layout changes should not break your corpus jobs.
- Schema validation for consistent training record fields
- Delta re-scrapes: only re-embed documents that changed
- Webhook or S3-compatible delivery into your data lake
How ML teams use Piloterr for AI training data
From pre-training corpora to live RAG refresh loops on public web sources.
Corpus freshness
Re-scrape sources on a schedule and diff content hashes.
Batch ingestion
Nightly jobs that append new shards to existing datasets.
Markdown export
Clean text without nav chrome, ready to tokenize.
RAG pipelines
Push chunks to vector DBs via your ETL or agent tools.
Millions of pages
Parallel fetch with managed pacing per domain.
Source drift
Notify when a seed site changes robots rules or layout.
API-first
400+ endpoints or any URL in one REST call
Production scale
Parallel jobs without proxy or browser ops
Protected targets
Managed anti-bot bypass and smart retries
Fair billing
Pay only for successful API requests
Frequently asked questions
Everything you need to know before integrating.
What public data is suitable for model training?
Documentation, forums, articles, and structured product records visible without login. Avoid PII and review each source's terms and robots directives.
Can I output Markdown for embedding?
Yes. Piloterr can return LLM-ready Markdown or plain text alongside structured JSON on the same scrape call.
Are proxies enough for training crawls?
Protected sites analyze TLS, HTTP/2, and browser signals—not just IP. Piloterr bundles stealth Chrome, routing, and bypass in one API.
Choose your next step
Connect your workflow, compare plans, or explore ready-made endpoints before you start.
Integrations
Connect Piloterr to your automation stack, or call our REST API from any workflow.
Ready to get started?
Your web scraping API is one click away. Start with +500 credits, no infrastructure to set up, no proxies to manage, and no credit card required.
- +500 credits
- No credit card required
- All endpoints included