# Crawlee AI visibility in Web Data Infrastructure for AI

Canonical: https://devtune.ai/verticals/web-data-infrastructure-for-ai/crawlee

[Website](https://crawlee.dev/)

Updated: 2026-09-25T20:57:43.767558+00:00
Prompts: 25
Runs: 6


## Platforms

- chatgpt-search
- perplexity
- bing-copilot-search
- google-ai
- google-ai-mode
- xai-search

Rank: 12
Total brands: 12
Measured responses: 150
Presence percent: 0
Share of voice percent: 0
Average position: Not available
Docs presence percent: 0
Blog presence percent: 0
Brand mention percent: 0


## Profile

Overview: Crawlee is an open-source web scraping and browser automation library developed by Apify, available for JavaScript/TypeScript (Node.js) and Python. Launched in August 2022 as the successor to the Apify SDK, it provides a unified API across HTTP-based crawlers (Cheerio, JSDOM, BeautifulSoup, Parsel) and browser-based crawlers (Playwright, Puppeteer), enabling developers to build production-grade scrapers with consistent interfaces regardless of crawling method. Core features include automatic proxy rotation, browser fingerprinting, autoscaling, and persistent URL queue management. In February 2026, v3.16 introduced StagehandCrawler, enabling natural-language-driven page interaction powered by LLMs. The Python port reached stable v1.0 in September 2025. Licensed under Apache 2.0, Crawlee is free to use anywhere and integrates with the Apify managed cloud platform for serverless deployment.
Product summary: Crawlee (by Apify) is a free, open-source web scraping and browser automation framework for JavaScript/TypeScript and Python developers. It abstracts the complexity of production web crawling — including anti-bot evasion, proxy management, browser fingerprinting, autoscaling, and data storage — behind a consistent API that works with both lightweight HTTP parsers and full headless browsers. Built and actively maintained by Apify, it serves as the foundational data-collection layer for developers building AI training pipelines, LLM data feeds, RAG systems, lead generation tools, and large-scale web automation workflows.


### Key capabilities

- Unified API for HTTP (Cheerio, JSDOM, BeautifulSoup, Parsel) and headless browser (Playwright, Puppeteer) crawling
- Automatic proxy rotation and tiered proxy management
- Browser fingerprinting to mimic human-like behavior and evade bot detection
- Persistent URL queue management with breadth-first and depth-first traversal
- Resource-based autoscaling (AutoscaledPool)
- Session management and cookie persistence
- AI-powered crawling via StagehandCrawler (natural language page interaction, v3.16)
- Configurable Cloudflare challenge handling
- CLI for project bootstrapping (npx crawlee create / uvx crawlee create)
- Written in TypeScript with full generics; Python library at stable v1.0 (Sept 2025)



### Target users

- JavaScript and TypeScript backend developers building custom scrapers
- Python developers extracting web data for AI/ML pipelines
- Data engineers building LLM training corpora or RAG data feeds
- DevOps and platform teams deploying and scaling scraping infrastructure
- Startup and enterprise product teams needing structured web data without a managed-service vendor dependency



### Key use cases

- Web data extraction for LLM training datasets and RAG pipelines
- Competitive intelligence and price monitoring at scale
- Lead generation via structured data extraction from business directories
- Social media data collection (LinkedIn, TikTok, YouTube, Bluesky)
- Building and deploying reusable scraping Actors on the Apify platform
- Automated browser workflows replacing manual web interactions
- Large-scale recursive site crawling for search indexing or content aggregation

Integrations ecosystem: Crawlee integrates natively with Playwright (Chromium, Firefox, WebKit), Puppeteer (Chrome/Chromium), Cheerio, JSDOM, and LinkedOM for JavaScript/TypeScript; and with BeautifulSoup, Parsel, and Playwright for Python. The library is Docker-ready with pre-built Dockerfiles. It deploys seamlessly to the Apify cloud platform (Actors). The Apify platform ecosystem supports integrations with LangChain, LlamaIndex, Zapier, Make, GitHub, Google Sheets, Pinecone, Slack, Google Drive, and MCP clients, enabling use in LLM and RAG pipelines. Available as the `crawlee` NPM package and the `crawlee` PyPI package. Community support via Discord, Stack Overflow, and GitHub Discussions.
Pricing summary: Crawlee is free and open-source under the Apache 2.0 license with no usage fees, rate limits, or commercial restrictions. Deployment on the Apify cloud platform (Actors) is separate and subject to Apify's subscription pricing, which is based on compute units consumed. No paid tiers or enterprise licenses exist for the Crawlee library itself.
Review summary: Crawlee has no structured third-party reviews as a standalone library product. Developer feedback from the Hacker News launch (282 points, 80 comments, August 2022) was broadly positive, with practitioners praising the unified HTTP/browser API, active maintenance, TypeScript support, and production reliability. Long-term users of the predecessor Apify SDK highlighted versatility and clean, readable source code. Common community questions centered on CAPTCHA handling (no built-in solution), documentation clarity distinguishing Crawlee from the Apify platform, and resource consumption of headless browsers at scale. The Python release (July 2024 beta, September 2025 stable) was noted as highly anticipated by the data science community.
Competitive positioning: Crawlee occupies the open-source, developer-first tier of the web data infrastructure market. Unlike fully managed API services (Bright Data, Scrapfly, ScrapingBee) or AI-native extraction platforms (Diffbot, Jina AI, Firecrawl), Crawlee is a self-hosted library that gives engineers complete control over crawling logic, storage, and deployment. Its primary differentiators are a unified interface for HTTP and browser-based crawling, built-in anti-bot fingerprinting, automatic resource-based autoscaling, and first-class TypeScript support. Crawlee occupies a complementary position to its parent platform (Apify) — the library runs anywhere for free, while Apify provides optional managed cloud infrastructure. Against Python-first competitors like Scrapy or Crawl4AI, Crawlee targets JavaScript and TypeScript developers, though its Python port (v1.0 released September 2025) broadens its appeal. The v3.16 release of StagehandCrawler signals a move toward AI-native crawling, closing the gap with LLM-oriented tools like Firecrawl and Crawl4AI.
Limitations: Crawlee is a self-hosted library, not a managed service — teams must provision and maintain their own infrastructure (compute, proxies, storage) unless they pay for the Apify platform. There is no built-in CAPTCHA solving; third-party services must be integrated manually. The Python library, while stable since September 2025, has fewer features than the more mature JavaScript/TypeScript version. No no-code or visual configuration interface exists; usage requires writing code. Advanced anti-bot bypasses (e.g., Cloudflare Turnstile at scale, residential proxies) require external proxy providers. The StagehandCrawler AI feature requires third-party LLM API keys and adds latency and cost compared to traditional CSS/XPath-based crawlers.


### Source urls

- https://crawlee.dev/
- https://github.com/apify/crawlee
- https://crawlee.dev/docs/quick-start
- https://crawlee.dev/blog/crawlee-v3-16
- https://crawlee.dev/blog
- https://tech.eu/2024/04/15/prague-startup-apify-raises-eur28m-for-ai-data-mining/
- https://news.ycombinator.com/item?id=32561127
- https://blog.apify.com/state-of-web-scraping/

Reviewed at: 2026-04-28T23:37:41.743+00:00


### Customer outcomes





### Reviews breakdown





### Review themes



#### Praised

- Unified API for HTTP and headless browser crawling
- Production-grade reliability and active maintenance
- TypeScript-first with strong type safety
- Built-in browser fingerprinting for anti-bot evasion
- Autoscaling based on available system resources
- Free and open-source with Apache 2.0 license
- Clean, readable source code that is easy to extend
- Responsive maintainers and community on Discord



#### Criticized

- No built-in CAPTCHA solving (requires third-party integration)
- Cloud deployment requires separate Apify platform subscription
- Python library matured later than JS/TS version
- Documentation distinction between Crawlee and Apify platform can be confusing
- High memory and CPU consumption when running headless browsers at scale
- No no-code or visual interface for non-developers




### Company facts

Founded year: 2015
Hq: Prague, Czech Republic


#### Founders

- Jan Čurn
- Jakub Balada

Employees range: 51-200
Total funding: ~€3M
Valuation: Not available
Arr: Not available
Customer count: Not available
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Firecrawl | 67 | 150 | 44.666666666666664 | 23.12041884816754 |
| Bright Data | 48 | 150 | 32 | 24.953125 |
| Apify | 40 | 150 | 26.666666666666668 | 36.44144144144144 |
| Zyte | 28 | 150 | 18.666666666666668 | 36.583333333333336 |
| Oxylabs | 26 | 150 | 17.333333333333336 | 29.08 |
| ScrapingBee | 25 | 150 | 16.666666666666664 | 34.59375 |
| Scrapfly | 24 | 150 | 16 | 14.394736842105264 |
| Jina AI | 15 | 150 | 10 | 36.61764705882353 |
| Crawl4AI | 13 | 150 | 8.666666666666668 | 16.11111111111111 |
| Octoparse | 4 | 150 | 2.666666666666667 | 23.4 |
| Diffbot | 3 | 150 | 2 | 31.875 |
| Crawlee | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| chatgpt-search | 0 | 0 |
| perplexity | 0 | 0 |
| bing-copilot-search | 0 | 0 |
| google-ai | 0 | 0 |
| google-ai-mode | 0 | 0 |
| xai-search | 0 | 0 |



## Strengths





## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Looking for a web extraction platform that converts full websites into structured markdown for a retrieval-augmented generation system — what are my options? | 5 |
| I'm building a RAG pipeline and need to pull content from hundreds of URLs — which web extraction services have the fastest onboarding? | 5 |
| What are the best web crawling APIs for a small team that wants clean markdown output for LLM ingestion with minimal configuration? | 5 |
| What web data extraction services do ML engineering teams prefer when they need reliable structured output without writing custom parsers? | 4 |
| Which web scraping platforms integrate natively with vector databases and LLM orchestration frameworks for AI agent pipelines? | 4 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 0 |
| Integrations & Ecosystem | 5 | 0 |
| Performance & Reliability | 5 | 0 |
| Setup & First Run | 5 | 0 |



## Prompt results

- Prompt text: What are the fastest web content extraction APIs for real-time RAG use cases where latency under 2 seconds matters?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Jina AI | 3 |



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Jina AI | 1 |
| Firecrawl | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Zyte | 1 |
| Bright Data | 2 |
| Firecrawl | 23 |
| Apify | 29 |
| Jina AI | 81 |


- Prompt text: What web data extraction APIs have prebuilt connectors or plugins for common data warehouse and data lake destinations?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Apify | 1 |
| Bright Data | 3 |
| Zyte | 6 |



##### Perplexity





##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Apify | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Bright Data | 26 |
| Firecrawl | 28 |
| Apify | 32 |
| Oxylabs | 63 |


- Prompt text: What web data extraction services do ML engineering teams prefer when they need reliable structured output without writing custom parsers?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Zyte | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Zyte | 3 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Firecrawl | 5 |



##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Crawl4AI | 1 |
| Jina AI | 2 |
| Firecrawl | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Bright Data | 10 |
| ScrapingBee | 27 |
| Zyte | 60 |


- Prompt text: Which proxy network providers make it easiest to get rotating residential IPs set up without a lengthy sales process?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Bright Data | 2 |



##### Perplexity





##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Jina AI | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Bright Data | 2 |
| ScrapingBee | 19 |
| Oxylabs | 21 |


- Prompt text: Which web scraping platforms integrate natively with vector databases and LLM orchestration frameworks for AI agent pipelines?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Apify | 1 |
| Firecrawl | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Apify | 1 |
| Firecrawl | 3 |
| Scrapfly | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Scrapfly | 2 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Scrapfly | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 9 |
| Scrapfly | 29 |
| Oxylabs | 31 |
| Bright Data | 33 |
| Zyte | 49 |
| Jina AI | 74 |
| Apify | 84 |


- Prompt text: I'm a tech lead evaluating proxy and scraping platforms — which ones have SDKs and client libraries that don't feel like an afterthought?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Apify | 1 |
| Bright Data | 2 |
| Zyte | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Apify | 1 |
| Bright Data | 6 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Firecrawl | 2 |



##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Oxylabs | 11 |
| Zyte | 25 |
| ScrapingBee | 31 |
| Firecrawl | 43 |
| Apify | 59 |
| Scrapfly | 96 |


- Prompt text: I need to extract and chunk web content automatically for an LLM agent — which web data services offer built-in chunking or semantic splitting?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Crawl4AI | 10 |
| Firecrawl | 11 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Oxylabs | 2 |
| Crawl4AI | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Bright Data | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 2 |
| Scrapfly | 8 |
| Oxylabs | 10 |
| Apify | 27 |
| Jina AI | 43 |


- Prompt text: What do developers say about the day-to-day workflow for managing large-scale crawl jobs across different web extraction platforms?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Bright Data | 2 |
| Zyte | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Zyte | 1 |
| Firecrawl | 2 |
| Apify | 3 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Oxylabs | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Crawl4AI | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Apify | 25 |
| Bright Data | 27 |
| Firecrawl | 31 |
| Octoparse | 34 |
| Oxylabs | 37 |
| Zyte | 51 |


- Prompt text: I'm running a high-volume crawl pipeline for LLM fine-tuning data — which web data platforms scale to 10M+ pages per month reliably?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Zyte | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Scrapfly | 2 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Firecrawl | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 2 |
| Bright Data | 9 |
| Oxylabs | 27 |
| Apify | 42 |


- Prompt text: Which web scraping APIs can reliably handle JavaScript-heavy single-page applications and return clean structured data for AI training?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Zyte | 1 |
| Firecrawl | 2 |
| ScrapingBee | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Bright Data | 4 |
| ScrapingBee | 9 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| ScrapingBee | 2 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Oxylabs | 6 |



##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Oxylabs | 1 |
| Bright Data | 3 |
| Firecrawl | 5 |
| Zyte | 20 |
| ScrapingBee | 21 |


- Prompt text: Looking for a web extraction platform that converts full websites into structured markdown for a retrieval-augmented generation system — what are my options?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Crawl4AI | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Crawl4AI | 3 |
| Apify | 6 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Apify | 2 |
| Crawl4AI | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Apify | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 6 |
| Scrapfly | 20 |
| ScrapingBee | 24 |
| Bright Data | 30 |


- Prompt text: Which enterprise proxy network providers can handle millions of requests per day without significant rate-limit failures or IP bans?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Bright Data | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Bright Data | 1 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Bright Data | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Scrapfly | 5 |
| Bright Data | 17 |
| Octoparse | 24 |
| Oxylabs | 41 |


- Prompt text: What web crawling platforms handle anti-bot detection well enough to reliably extract product data from major e-commerce sites at scale?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Zyte | 2 |
| Oxylabs | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Oxylabs | 2 |
| Apify | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Scrapfly | 1 |
| Bright Data | 2 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Scrapfly | 5 |



##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| ScrapingBee | 2 |
| Apify | 4 |
| Firecrawl | 8 |
| Scrapfly | 14 |
| Zyte | 43 |
| Oxylabs | 52 |


- Prompt text: Which proxy network services support session-based scraping with geotargeting at the city level for market intelligence use cases?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Oxylabs | 2 |



##### Perplexity





##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Oxylabs | 25 |
| Bright Data | 28 |


- Prompt text: 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?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 2 |
| Zyte | 4 |
| Bright Data | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Apify | 6 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| ScrapingBee | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Bright Data | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Bright Data | 8 |
| Firecrawl | 9 |
| ScrapingBee | 10 |
| Octoparse | 14 |
| Oxylabs | 17 |
| Apify | 32 |


- Prompt text: What web extraction services do teams use when they need consistent structured output quality across dynamic and static pages at production scale?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Zyte | 1 |
| Firecrawl | 3 |
| Bright Data | 4 |
| Diffbot | 5 |
| Apify | 6 |
| Oxylabs | 7 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Oxylabs | 3 |
| ScrapingBee | 4 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Scrapfly | 1 |
| Bright Data | 3 |
| ScrapingBee | 9 |



##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Zyte | 11 |
| Firecrawl | 17 |
| ScrapingBee | 18 |
| Octoparse | 19 |
| Bright Data | 21 |
| Apify | 24 |
| Diffbot | 45 |


- Prompt text: Which platforms for converting web content to LLM-ready formats have the clearest docs and the best debugging tools?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Crawl4AI | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Jina AI | 6 |



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 6 |
| Scrapfly | 22 |
| Apify | 27 |
| Crawl4AI | 33 |
| Jina AI | 53 |


- Prompt text: I'm building a RAG pipeline and need to pull content from hundreds of URLs — which web extraction services have the fastest onboarding?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Jina AI | 1 |
| Firecrawl | 2 |
| Diffbot | 4 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| ScrapingBee | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Zyte | 1 |
| Bright Data | 2 |
| Firecrawl | 4 |
| Apify | 22 |
| Jina AI | 44 |
| ScrapingBee | 72 |


- Prompt text: 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?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Firecrawl | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Apify | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Scrapfly | 10 |
| Apify | 11 |
| ScrapingBee | 12 |
| Bright Data | 13 |
| Zyte | 17 |
| Crawl4AI | 34 |


- Prompt text: Which proxy or web scraping services offer webhook support and event-driven data delivery for real-time AI data ingestion workflows?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Scrapfly | 2 |



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Bright Data | 28 |
| Oxylabs | 52 |
| ScrapingBee | 53 |
| Scrapfly | 62 |
| Apify | 79 |


- Prompt text: Which web scraping APIs have the best developer experience for a Python-first team building data pipelines for AI applications?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Zyte | 2 |
| Apify | 3 |
| Bright Data | 4 |
| Oxylabs | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Zyte | 5 |
| Bright Data | 7 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| ScrapingBee | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Scrapfly | 6 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Bright Data | 8 |
| Scrapfly | 11 |
| ScrapingBee | 15 |
| Oxylabs | 18 |
| Apify | 28 |
| Zyte | 75 |


- Prompt text: Which web scraping API providers have the best uptime and success rate guarantees for production AI data pipelines?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Bright Data | 4 |
| Oxylabs | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Zyte | 7 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Scrapfly | 3 |



##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Oxylabs | 8 |
| Zyte | 12 |
| Firecrawl | 17 |
| Scrapfly | 26 |
| Apify | 30 |
| ScrapingBee | 36 |


- Prompt text: What are the best web crawling APIs for a small team that wants clean markdown output for LLM ingestion with minimal configuration?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Jina AI | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Jina AI | 3 |
| Crawl4AI | 5 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Apify | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Crawl4AI | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 3 |
| Bright Data | 11 |
| Jina AI | 38 |


- Prompt text: What web data infrastructure platforms work best alongside open-source LLM orchestration tools for building self-updating knowledge bases?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Bright Data | 2 |
| Apify | 4 |



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Scrapfly | 43 |
| Crawl4AI | 56 |
| Zyte | 78 |
| ScrapingBee | 82 |


- Prompt text: What's the easiest web scraping API to get running in under an hour for a solo dev building an LLM data pipeline?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Jina AI | 5 |
| Apify | 7 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| ScrapingBee | 4 |
| Scrapfly | 7 |



##### Google-ai

| Display name | Position |
| --- | --- |
| ScrapingBee | 4 |



##### Google-ai-mode





##### Xai-search

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Bright Data | 3 |
| Zyte | 5 |
| Oxylabs | 7 |
| Scrapfly | 12 |
| ScrapingBee | 28 |





## Top sources





## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| I'm a tech lead evaluating proxy and scraping platforms — which ones have SDKs and client libraries that don't feel like an afterthought? | chatgpt-search | ...a first-class interface, I’d shortlist these: \| Platform \| SDK/client DX \| Languages \| What stands out \| \| --- \| --- \| --- \| --- \| \| Apify \| Excellent \| JS/TS, Python \| Mature clients plus a full scraping SDK/Crawlee ecosystem. |
| Which web scraping APIs have the best developer experience for a Python-first team building data pipelines for AI applications? | chatgpt-search | \[10\] It also plays nicely with the broader Python ecosystem: Crawlee, Scrapy, Scrapling, Crawl4AI, Playwright, Selenium, etc. \[11\] That makes it attractive for a team that wants: Python crawler ↓ A... |
| I'm a tech lead evaluating proxy and scraping platforms — which ones have SDKs and client libraries that don't feel like an afterthought? | bing-copilot-search | If you want proxy/scraping platforms where SDKs and client libraries feel first-class (not bolted on), Bright Data, Oxylabs, Apify, Scrapy, and Crawlee stand out. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| chatgpt-search | Firecrawl | ...Whole-site crawl \| Markdown \| JS-rendered sites \| Self-host \| Best fit \| \| --- \| --- \| --- \| --- \| --- \| --- \| \| Firecrawl \| ✅ \| ✅ \| ✅ \| ✅ \| General-purpose RAG ingestion \| \| Crawl4AI \| ✅ \| ✅ \| ✅ \| ✅ \| Open-source / maximum control \|... |
| chatgpt-search | Crawl4AI | ...\| \| --- \| --- \| --- \| --- \| --- \| --- \| \| Firecrawl \| ✅ \| ✅ \| ✅ \| ✅ \| General-purpose RAG ingestion \| \| Crawl4AI \| ✅ \| ✅ \| ✅ \| ✅ \| Open-source / maximum control \| \| Jina Reader \| Partial / URL-oriented \| ✅ \| ✅ \| ❌ \| Lightweig... |
| perplexity | Firecrawl | ...ingestion, these are the strongest options: \| Option \| Deployment \| Best fit \| Key capabilities \| \|---\|---\|---\|---\| \| Firecrawl \| Hosted API / managed \| Fastest production implementation \| Crawls and scrapes sites, renders JavaScript, removes boil... |
| perplexity | Crawl4AI | [1][2] \| \| Crawl4AI \| Open-source Python; can be hosted via Apify \| Maximum control / self-hosting \| Async crawling, browser rendering, automatic HTML-to-Markdown, filtered “fit” Markdown, deep crawling, and CSS/XPath/LLM extraction. |
| google-ai | Apify | Apify (Web-to-Markdown / RAG Crawlers): Apify hosts specialized cloud actors (such as the _AI Web Crawler for RAG_ or _Website to Markdown Converter_ ). These tools allow you to crawl entire domains, handle proxies or anti-bot protections, extract... |
| google-ai | Crawl4AI | Crawl4AI: A heavily adopted open-source Python crawler designed specifically for LLMs and RAG. |
| google-ai-mode | Apify | Apify doesn't just give you a wrapper; they treat orchestration, storage, and actor execution as real distributed systems primitives. |
| chatgpt-search | Firecrawl | For a RAG pipeline ingesting hundreds of known URLs, Firecrawl is probably the fastest onboarding: API key → one `/scrape` call → clean Markdown, with SDKs and async crawling available. |
| chatgpt-search | Apify | Apify — broader scraping ecosystem, but typically more setup than a focused extraction API. |
| perplexity | Firecrawl | 2. Firecrawl — quickest full-featured RAG-oriented option - Its first scrape request can be made without an account or API key, returning Markdown and HTML; keys are needed for higher limits. |
| google-ai | ScrapingBee | ScrapingBee * Onboarding Speed: Extremely high. Sign up, receive free trial credits instantly, and copy-paste simple API call snippets. |
| google-ai-mode | Firecrawl | Get started: Try it out or read documentation via Jina AI Reader . YouTube · AI Anytime Firecrawl was built specifically for AI agents and RAG pipelines, turning entire websites or single URLs into clean markdown. |



## Trend

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Citation count delta: 0