agent · web scraping
Chat4Data vs ScrapeGraphAI
55 fields both were evaluated on, 21 of them different — including where one discloses something the other does not. Every value links to the document it came from. 34 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Chat4Data | ScrapeGraphAI |
|---|---|---|
| Explainability· | “Chat4Data uses a smart 4-step confirmation process (target area → fields → data volume → final check) to ensure you get exactly what you want.”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
| Runtime governance· | Agent pauses and hands control back to the user for logins, CAPTCHAs and verifications rather than proceeding autonomously. “For logins, CAPTCHAs, or verifications, Chat4Data pauses and taps you in”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
| Compliance certifications· | no public information chat4data.ai · checked Aug 2, 2026 | Vendor states all requests are SOC 2 Type II compliant (self-declared) “All requests are SOC 2 Type II compliant.”scrapegraphai.com · checked Aug 2, 2026 |
Agency
| Field | Chat4Data | ScrapeGraphAI |
|---|---|---|
| Human oversight· | “Human-in-the-loop by design You unlock, Chat4Data collects For logins, CAPTCHAs, or verifications, Chat4Data pauses and taps you in—then picks up right where you left off.”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
| Goal complexity· | “A single prompt is all you need Describe your data in plain English. Chat4Data explores the page, extracts the fields you need, works through pagination and clicks, and hands you ready-to-use Excel, CSV, or JSON.”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
| Action space· | “Chat4Data is an AI web scraper that navigates websites and extracts structured data through simple chat prompts.”chat4data.ai · checked Aug 2, 2026 | Reads/converts webpages into structured data via API endpoints (scrape, extract, search, crawl, monitor) “Turn any webpage into structured data with one API call”scrapegraphai.com · checked Aug 2, 2026 |
| Operating environment· | “Chat4Data is an AI-powered Chrome extension designed to be your ultimate data collection assistant.”chat4data.ai · checked Aug 2, 2026 | Operates on the web via API and integrates into AI assistant/IDE environments (Claude, Cursor) via MCP “Enable Claude, Cursor, and other AI tools to scrape data in real-time.”scrapegraphai.com · checked Aug 2, 2026 |
| Initiative· | no public information chat4data.ai · checked Aug 2, 2026 | Can self-initiate on a schedule via the Monitor feature (interval-based webhook notifications), not solely prompt-driven “Watch webpages for changes and get notified via webhook.”scrapegraphai.com · checked Aug 2, 2026 |
Safety
| Field | Chat4Data | ScrapeGraphAI |
|---|---|---|
| Data handling· | “We never see it, never store it, never touch it.”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
Practicality
| Field | Chat4Data | ScrapeGraphAI |
|---|---|---|
| Pricing model· | Usage/credit-based pricing (pay per API credit consumed) “Pay only for what you use”scrapegraphai.com · checked Aug 2, 2026 | |
| Price point· | Free plan $0; Starter $20/mo (10,000 credits); Growth $100/mo (100,000 credits); Pro $500/mo (750,000 credits); Enterprise custom “Starter Plan For individuals $ 20 $ 20 /mo billed monthly 10,000 API credits per month 100 requests/min 5 monitors 3 concurrent crawls Get Started!”scrapegraphai.com · checked Aug 2, 2026 | |
| Deployment options· | Cloud-hosted API (SaaS); no self-hosted/on-prem option stated “Cloud-Ready API”scrapegraphai.com · checked Aug 2, 2026 | |
| Integrations· | no public information chat4data.ai · checked Aug 2, 2026 | Integrates with LangChain, CrewAI, LlamaIndex, Agno, Vercel AI, LiteLLM, Hermes, OpenClaw, Smithery, n8n, Zapier, Make, plus Python/JS SDKs, CLI and MCP “LangChain View docs → CrewAI View docs → LlamaIndex View docs → Agno View docs → Vercel AI View docs → LiteLLM View docs → Hermes View docs → OpenClaw View docs → Smithery View docs → n8n View docs → Zapier View docs → Make View docs →”scrapegraphai.com · checked Aug 2, 2026 |
| Support model· | “our support team responds within a working day and will get you back on track quickly.”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
Ecosystem
| Field | Chat4Data | ScrapeGraphAI |
|---|---|---|
| Protocols supported· | no public information chat4data.ai · checked Aug 2, 2026 | Supports Model Context Protocol (MCP) for AI assistant integration “Connect AI assistants directly to the web via Model Context Protocol.”scrapegraphai.com · checked Aug 2, 2026 |
| Tool use· | “Chat4Data explores the page, extracts the fields you need, works through pagination and clicks”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
| API access· | no public information chat4data.ai · checked Aug 2, 2026 | Public REST API exists (scrape/extract/search/crawl/monitor endpoints, API key auth) “ScrapeGraphAI is an AI-powered web scraping API that lets you extract structured data from any website using natural language prompts.”scrapegraphai.com · checked Aug 2, 2026 |
| Marketplace presence· | “Download and install the Chat4Data extension from the Chrome Web Store.”chat4data.ai · checked Aug 2, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
Impact
| Field | Chat4Data | ScrapeGraphAI |
|---|---|---|
| User base· | no public information chat4data.ai · checked Aug 2, 2026 | |
| Deployment scale· | no public information chat4data.ai · checked Aug 2, 2026 | Reports 27.3k+ GitHub stars, 250M+ webpages extracted, 1M+ users “27.3k+ GitHub stars / 250M+ webpages extracted / 1M+ users”scrapegraphai.com · checked Aug 2, 2026 |
| Target sectors· | “Chat4Data works with most HTML websites, including e-commerce platforms, news sites, real estate listings, job boards, directories, and educational portals.”chat4data.ai · checked Aug 2, 2026 | Marketed for e-commerce price monitoring among other use cases (lead gen, market research, real estate) “Track competitor prices on Amazon, eBay, and other e-commerce sites.”scrapegraphai.com · checked Aug 2, 2026 |
Disclosed by neither
Both Chat4Data and ScrapeGraphAI publish nothing on these 34 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 34 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- High-risk domains
- Documented incidents
- Availability
- Supported regions
- Base models
- Model provider
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Multi-agent
- Open source
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Audit trail
- Tamper-evident log
- Permission scopes
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Chat4Data and ScrapeGraphAI compare on initiative?
- Chat4Data: no public information disclosed. ScrapeGraphAI: Can self-initiate on a schedule via the Monitor feature (interval-based webhook notifications), not solely prompt-driven.
- How do Chat4Data and ScrapeGraphAI compare on user base?
- Chat4Data: no public information disclosed. ScrapeGraphAI: Reports 1M+ users.
- How do Chat4Data and ScrapeGraphAI compare on deployment scale?
- Chat4Data: no public information disclosed. ScrapeGraphAI: Reports 27.3k+ GitHub stars, 250M+ webpages extracted, 1M+ users.
- How do Chat4Data and ScrapeGraphAI compare on pricing model?
- Chat4Data: $1 per hundred credits. ScrapeGraphAI: Usage/credit-based pricing (pay per API credit consumed).
- How do Chat4Data and ScrapeGraphAI compare on price point?
- Chat4Data: $1 per hundred credits. ScrapeGraphAI: Free plan $0; Starter $20/mo (10,000 credits); Growth $100/mo (100,000 credits); Pro $500/mo (750,000 credits); Enterprise custom.
- How do Chat4Data and ScrapeGraphAI compare on integrations?
- Chat4Data: no public information disclosed. ScrapeGraphAI: Integrates with LangChain, CrewAI, LlamaIndex, Agno, Vercel AI, LiteLLM, Hermes, OpenClaw, Smithery, n8n, Zapier, Make, plus Python/JS SDKs, CLI and MCP.