AI visibility report
Scrapfly ranks #7 in Web Data Infrastructure for AI AI search.
Outside the top three on 22 of the 25 prompts buyers actually ask.
Firecrawl is cited on 20 of those losses.
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Track Scrapfly across these prompts daily.
Start free trial#7 among 12 vendors · still absent from 88.7% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Grok
Bing Copilot
Gemini Search
ChatGPT
Perplexity
Google AI ModeVisible, but narrative can improve. Scrapfly ranks #7 on presence but #8 on sentiment. The brand appears relatively often, but competitors may be getting more favorable language when they appear.
Where Scrapfly is losing
Prompts where competitors are visible and Scrapfly is not.
These prompt-level losses are the first prompts to track and repair.
Where Scrapfly is winning
No clear strengths identified yet.
Where Scrapfly is losing5
Which web scraping APIs can reliably handle JavaScript-heavy single-page applications and return clean structured data for AI training?
Competitors on 6 platforms
Track this promptWhich web scraping API providers have the best uptime and success rate guarantees for production AI data pipelines?
Competitors on 5 platforms
Track this promptI'm a tech lead evaluating proxy and scraping platforms — which ones have SDKs and client libraries that don't feel like an afterthought?
Competitors on 5 platforms
Track this promptWhat are the best web crawling APIs for a small team that wants clean markdown output for LLM ingestion with minimal configuration?
Competitors on 5 platforms
Track this promptI'm building a RAG pipeline and need to pull content from hundreds of URLs — which web extraction services have the fastest onboarding?
Competitors on 5 platforms
Track this prompt
Track Scrapfly daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Scrapfly is a bootstrapped web data infrastructure platform operated by Joam Intelligence, LLC, headquartered in Paris, France. Founded internally in 2017 and opened to the public in 2020, it offers five core APIs—Web Scraping, Cloud Browser, Screenshot, Data Extraction, and Crawler—unified under a single API key and credit-based billing model. The platform's technical differentiation centers on two proprietary in-house engines: Curlium, a curl fork achieving byte-perfect TLS/HTTP2/QUIC browser impersonation, and Scrapium, a hardened Chromium fork for stealthy browser automation. These power anti-bot bypass across 20+ vendors including Cloudflare, DataDome, and Akamai. Scrapfly also ships an MCP Server and AI Browser Agent, positioning the platform as web data infrastructure for agentic AI systems. Third-party benchmarks rank it #1 among scraping APIs by success rate.
Scrapfly provides a managed web data infrastructure platform for developers and AI teams, combining anti-bot bypass, JavaScript rendering, proxy rotation, LLM-powered data extraction, full-site crawling, cloud browser automation, and screenshot capture under a single API key. Its two proprietary stealth engines—Curlium and Scrapium—defeat TLS, HTTP/2, and behavioral fingerprinting checks from 20+ anti-bot vendors. An MCP Server and AI Browser Agent extend the platform into agentic AI workflows, connecting LLM clients like Claude and Cursor directly to live web data.
Key Facts
- Founded
- 2017
- HQ
- Paris, France
- Employees
- 2-10
- Customers
- 30,000+ enterprises
- Status
- Private (Bootstrapped)
Target users
Key Capabilities10
- Anti-bot bypass for 20+ vendors including Cloudflare, DataDome, Akamai, Kasada, PerimeterX, and Imperva via single asp=true parameter
- Dual proprietary stealth engines: Curlium (HTTP-level TLS/JA4/HTTP2/QUIC impersonation) and Scrapium (hardened Chromium fork)
- Cloud Browser API with CDP access for Playwright, Puppeteer, and Selenium over WebSocket
- LLM-powered Data Extraction API with pre-trained templates (products, articles, reviews, jobs) and natural-language prompt support
- Full-site Crawler API with BFS/DFS depth control, include/exclude path filters, and webhook streaming
- Screenshot API with full-page, viewport, and element capture in PNG/JPEG/WebP with anti-bot bypass
- Residential and datacenter proxy rotation across 190+ countries
- MCP Server for connecting AI agents and LLM clients to live web data with zero local setup
- Real-time monitoring dashboard with per-request cost, success rate, latency, and bypass telemetry
- AI Browser Agent supporting Browser Use, Stagehand, and Vibium with natural-language goal execution
Key Use Cases8
- AI training data and LLM pre-training corpus collection at scale
- E-commerce product, pricing, and availability monitoring
- Real estate listing and market data aggregation
- SERP and SEO rank tracking across search engines
- Lead generation from professional directories and company databases
- News and media content extraction for RAG pipelines
- Financial market data and competitive intelligence gathering
- Compliance monitoring and fraud detection via web surveillance
Recent Trend
How AI describes Scrapfly3
Scrapfly * Orchestration/Agent Integration : Provides dedicated `ScrapflyLoader` for LangChain and `ScrapflyReader` for LlamaIndex.
What web data extraction APIs have prebuilt connectors or plugins for common data warehouse and data lake destinations?
Scrapfly — Best developer-first anti-bot bypass API. Scrapfly features a specialized anti-bot engine built to defeat strict fingerprinting stacks on a per-request basis across numerous vendor types.
Which proxy network providers make it easiest to get rotating residential IPs set up without a lengthy sales process?
Scrapfly : A heavy-duty choice if your target SPAs sit behind aggressive anti-bot protections (like Cloudflare, DataDome, or Akamai).
What are the best web crawling APIs for a small team that wants clean markdown output for LLM ingestion with minimal configuration?
Most cited sources8
21Best AI Web Scraping Tools for LLM and RAG Pipelines in 2026
scrapfly.io·Blog Post
- 10
11 Best Anti-Bot Bypass Tools for Web Scraping in 2026
scrapfly.io·Blog Post
- 3
Web Scraping for AI Agents in 2026 - Scrapfly
scrapfly.io·Blog Post
- 4
Best Web Scraping Tools in 2026: 11 Tools Compared - Scrapfly Blog
scrapfly.io·Product Page
- 2
How to Power-Up LLMs with Web Scraping and RAG
scrapfly.io·Blog Post
- 1
LangChain Web Scraping: Build AI Agents & RAG Applications
scrapfly.io·Blog Post
Alternatives in Web Data Infrastructure for AI6
Scrapfly positions itself as a full-stack 'web data layer' for developers and AI teams, distinguishing itself through two proprietary in-house stealth engines—Curlium (a curl fork for byte-perfect TLS/HTTP/2/QUIC impersonation) and Scrapium (a hardened Chromium fork)—rather than relying on commodity headless-browser vendors.
- This engineering-first, bootstrapped posture lets it undercut enterprise proxy incumbents (Bright Data, Oxylabs) on setup complexity and lower-tier pricing while competing on anti-bot bypass quality against API peers like ScrapingBee and Zyte.
- Scrapfly's recent MCP Server, AI Browser Agent, and LLM framework integrations (LangChain, LlamaIndex, CrewAI) extend its positioning into agentic AI infrastructure, separating it from legacy scraping APIs with no AI-native interface.
- Third-party benchmarks (Scrapeway, Apr 2026) rank it #1 overall with a 98.8% success rate versus a 59.3% industry average.
Reviews
Praised
- Best-in-class anti-bot bypass (Cloudflare, DataDome, Akamai)
- Clean, well-documented Python SDK with resilient_scrape() retries
- Fast time-to-first-scrape; setup under an hour
- High and consistent success rates on protected sites
- Responsive customer support that follows up personally
- Real-time dashboard with per-request cost and success telemetry
- Effective JS rendering via simple API parameter
- Competitive pricing relative to in-house proxy infrastructure
Criticized
- Credit pricing complexity and unpredictability at scale
- ASP feature expensive (up to 25x baseline credits) for high-volume use
- Credits do not roll over month-to-month
- Opaque ERR::ASP::SHIELD_PROTECTION_FAILED error messages
- Learning curve for advanced feature configuration
- Difficulty scraping some social media platforms (especially X/Twitter)
- Dashboard UI less intuitive for debugging failed requests
- Limited free tier (1,000 credits) for evaluating protected-site workloads
Scrapfly earns consistently high user satisfaction, with a 4.9/5 average across 235 Capterra reviews as of April 2026. Reviewers most frequently praise the anti-bot bypass quality (particularly against Cloudflare, DataDome, and Akamai), the clean Python SDK with resilient_scrape() automatic retries, responsive customer support, and the quality of documentation. Common criticisms center on the complexity and unpredictability of credit pricing—especially for ASP-enabled requests which cost up to 25x more—and opaque error messages when bypass failures occur. Third-party benchmark site Scrapeway ranks Scrapfly #1 among scraping API services (April 2026) with a 98.8% average success rate versus a 59.3% industry average.
Pricing
Usage-based, credit-pool pricing spanning all five APIs on one key. Free tier: 1,000 credits on signup, no credit card, no time limit. Discovery: $30/month for 200,000 credits, 5 concurrent requests.
- Pro
$100/month for 1,000,000 credits, 20 concurrent requests, pay-as-you-go overflow at $3.50/10k credits. Startup: $250/month for 2,500,000 credits, 50 concurrent, overflow at $2.00/10k.
- Enterprise
$500/month for 5,500,000 credits, 100 concurrent, overflow at $1.20/10k. Custom contracts from $1,200/month with committed concurrency, dedicated residential pools, MSA/DPA, and 24/7 premium support. Credit cost per request scales from 1 credit (HTTP + datacenter IP) to 5 credits (+ JS rendering or anti-bot bypass) to 25 credits (+ residential proxy) to 60 credits (screenshot). Failed requests are never billed.
Limitations
- Credits do not carry over month-to-month, and no annual billing plans are available.
- The ASP (Anti-Scraping Protection) feature costs up to 25x the baseline credit rate, making high-volume bypass-heavy workloads significantly more expensive than baseline estimates suggest.
- Dynamic per-request credit pricing can make monthly spend difficult to predict in advance.
- Binary bandwidth (HTML responses over 1 MB, large JS assets) incurs additional credit charges beyond the per-request cost.
- Opaque error messages on ASP bypass failures (ERR::ASP::SHIELD_PROTECTION_FAILED) do not distinguish configuration errors from transient platform-side issues.
- Reviewers note difficulty scraping some social platforms, particularly X (Twitter).
- The free tier's 1,000 credits is limited for meaningful evaluation of protected-site workloads.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | ChatGPT | Perplexity | Bing Copilot | Google AI Mode | Gemini Search | Grok |
|---|---|---|---|---|---|---|
Capability3/5 cited (60%) | ||||||
I need to extract and chunk web content automatically for an LLM agent — which web data services offer built-in chunking or semantic splitting? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Looking for a web extraction platform that converts full websites into structured markdown for a retrieval-augmented generation system — what are my options? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited |
Which proxy network services support session-based scraping with geotargeting at the city level for market intelligence use cases? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which web scraping APIs can reliably handle JavaScript-heavy single-page applications and return clean structured data for AI training? | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
What web crawling platforms handle anti-bot detection well enough to reliably extract product data from major e-commerce sites at scale? | A competitor was cited | A competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Developer Experience3/5 cited (60%) | ||||||
I'm a tech lead evaluating proxy and scraping platforms — which ones have SDKs and client libraries that don't feel like an afterthought? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Your brand and a competitor were cited |
Which platforms for converting web content to LLM-ready formats have the clearest docs and the best debugging tools? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Your brand and a competitor were cited |
What do developers say about the day-to-day workflow for managing large-scale crawl jobs across different web extraction platforms? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which web scraping APIs have the best developer experience for a Python-first team building data pipelines for AI applications? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited |
What web data extraction services do ML engineering teams prefer when they need reliable structured output without writing custom parsers? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Integrations & Ecosystem4/5 cited (80%) | ||||||
What web data infrastructure platforms work best alongside open-source LLM orchestration tools for building self-updating knowledge bases? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited |
I'm building an AI agent that needs live web data — which web crawling APIs expose a simple REST or function-calling interface for agent use? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand was cited | Your brand and a competitor were cited |
Which proxy or web scraping services offer webhook support and event-driven data delivery for real-time AI data ingestion workflows? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Your brand and a competitor were cited |
Which web scraping platforms integrate natively with vector databases and LLM orchestration frameworks for AI agent pipelines? | A competitor was cited | Neither your brand nor a competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited |
What web data extraction APIs have prebuilt connectors or plugins for common data warehouse and data lake destinations? | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Performance & Reliability2/5 cited (40%) | ||||||
Which web scraping API providers have the best uptime and success rate guarantees for production AI data pipelines? | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
What web extraction services do teams use when they need consistent structured output quality across dynamic and static pages at production scale? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
I'm running a high-volume crawl pipeline for LLM fine-tuning data — which web data platforms scale to 10M+ pages per month reliably? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
What are the fastest web content extraction APIs for real-time RAG use cases where latency under 2 seconds matters? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which enterprise proxy network providers can handle millions of requests per day without significant rate-limit failures or IP bans? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Your brand and a competitor were cited |
Setup & First Run1/5 cited (20%) | ||||||
I'm evaluating web data extraction platforms for an AI startup — which ones let me go from signup to first successful structured data extraction the fastest? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
What's the easiest web scraping API to get running in under an hour for a solo dev building an LLM data pipeline? | A competitor was cited | A competitor was cited | Your brand was cited | A competitor was cited | A competitor was cited | Your brand and a competitor were cited |
Which proxy network providers make it easiest to get rotating residential IPs set up without a lengthy sales process? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
What are the best web crawling APIs for a small team that wants clean markdown output for LLM ingestion with minimal configuration? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
I'm building a RAG pipeline and need to pull content from hundreds of URLs — which web extraction services have the fastest onboarding? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Firecrawl | 51.3% | 28.8% | 6.0% | 40.0% | 60.7% | #21.2 | +0.47 |
| 2 | Bright Data | 32.7% | 17.9% | 6.0% | 27.3% | 54.7% | #24.4 | +0.50 |
| 3 | Apify | 26.7% | 16.1% | 11.3% | 9.3% | 54.0% | #34.9 | +0.51 |
| 4 | ScrapingBee | 19.3% | 9.6% | 2.7% | 16.0% | 26.7% | #32.0 | +0.56 |
| 5 | Zyte | 16.7% | 9.3% | 8.7% | 8.0% | 26.0% | #33.0 | +0.60 |
| 6 | Oxylabs | 16.0% | 6.8% | 4.0% | 9.3% | 36.7% | #29.8 | +0.49 |
| 7 | Scrapfly | 11.3% | 3.2% | 0.7% | 10.0% | 9.3% | #19.5 | +0.44 |
| 8 | Jina AI | 8.0% | 4.1% | 0.7% | 0.7% | 6.0% | #41.9 | +0.39 |
| 9 | Crawl4AI | 6.0% | 2.4% | 4.7% | 0.0% | 22.7% | #17.4 | +0.59 |
| 10 | Octoparse | 4.0% | 0.9% | 0.0% | 3.3% | 2.7% | #18.6 | +0.17 |
| 11 | Diffbot | 1.3% | 0.8% | 0.7% | 0.7% | 7.3% | #41.0 | +0.30 |
| 12 | Crawlee | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
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