Generic Scraper

Headless Chrome + rotating proxies

Google search results as JSON

Natural-language extraction, any schema

Auto Extract Beta

Any page → structured JSON, no selectors

Markdown for LLM

Web → Markdown chunks for RAG

ChatGPT Scraper AI

Capture ChatGPT answers + citations

Gemini Scraper New

Pull Google Gemini responses programmatically

Tools your agent can call directly

Custom Extractors

We build & maintain it for you

The fetch layer

Anti-bot bypass + JS rendering.

Headless Chrome, rotating residentials, CAPTCHA solving. One endpoint that just returns the page.

Search as JSON

Google results, structured, in real time.

Web, news, images, places. Localised by country + language. No rate-limit roulette.

AI native

Prompt in. JSON out.

Plain-English extraction across thousands of sites. No schema required. 25 credits per call.

Schema-free

Any URL → clean structured data.

Detects the page type (article, product, listing) and returns the right shape. No selectors to maintain.

Built for RAG

Web pages → clean Markdown chunks.

Stripped of nav, ads, and boilerplate. Pre-chunked at the size your embeddings actually want.

Headless ChatGPT

Capture answers + citations as JSON.

Programmatic access to ChatGPT responses with full citation trail. Rate-aware retries built in.

Headless Gemini

Pull Gemini responses programmatically.

Same response shape as ChatGPT, different model. Useful for A/B testing or ensembling.

For agents

Hand the agent the page, not the wallpaper.

Native MCP server with budget caps and typed tools. Plug into Claude, Cursor, LangChain.

Done for you

We build it. We keep it running.

Hand us the site, get back a clean endpoint. We absorb the maintenance when layouts change.

By outcome

Price monitoring

Competitor prices, tracked in real time

E-commerce product data

Prices, reviews & specs from any store

Lead generation

B2B leads from directories & listings

Daily ranks & SERP-change tracking

Market research

Reviews & ratings into intel reports

Social monitoring

Brand mentions across every platform

Structured data for LLMs

Schema-validated JSON for AI training

Markdown for LLMs

Any page → clean Markdown for RAG

Article extraction for AI

Clean article content for LLMs & RAG

See all our supported workloads

B2B + commerce

Turn the open web into structured rows.

Pricing, leads, products. Schema-stable extraction with anti-bot baked in.

Live intel

See it the moment it changes.

SERPs, sentiment, brand mentions. Alerts on diffs, not on hours-old snapshots.

For models

Build pipelines on clean web data.

Markdown + structured JSON + citations. The data layer agents and RAG actually want.

Everything

All our workloads.

Opinionated pipelines for every category. Copy the one closest to what you ship.

Integrations Pricing How To Docs

Playground Sign in Start free

Blog

Notes from the team.

Practical writeups on web scraping, anti-bot tactics, structured extraction, SERPs and the messy realities of building data pipelines for AI.

Filtering by customer-reviews Clear ×

Web Scraping Customer reviews

Web Scraping Customer Reviews for Boosting Business Growth

In today's digital age, where 89% of consumers read online reviews before purchasing (BrightLocal), customer feedback has become a critical driver of business success. Web scraping has emerged as a powerful tool for companies to gather customer reviews and feedback at scale.

Sam Mar 10, 2025 4 min read