# Diffbot AI visibility in Web Data Infrastructure for AI

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

[Website](https://www.diffbot.com/)

Updated: 2026-10-02T13:10:51.069211+00:00
Prompts: 25
Runs: 6


## Platforms

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

Rank: 11
Total brands: 12
Measured responses: 150
Presence percent: 2
Share of voice percent: 0.9628610729023385
Average position: 35.57142857142857
Docs presence percent: 0
Blog presence percent: 0.6666666666666667
Brand mention percent: 12


## Profile

Overview: Diffbot is a Menlo Park, California-based AI company that transforms the public web into machine-readable, structured data. Founded around 2010 and backed by investors including Felicis Ventures, Tencent, and Bloomberg Beta, Diffbot operates one of the world's only independent commercial web crawls. Its flagship product, the Knowledge Graph, aggregates over 10 billion entities and 1 trillion facts from billions of web pages, queryable via Diffbot Query Language. Additional products include Extract (AI-powered page extraction), Crawl (automated site crawling), a Natural Language Processing API, and LeadGraph for B2B lead intelligence. Diffbot serves over 400 companies including Andreessen Horowitz, FactSet, FINRA, Indeed, and Snapchat, targeting data engineers, AI researchers, and enterprise intelligence teams. The platform integrates natively into LangChain and Neo4j ecosystems for GraphRAG use cases.
Product summary: Diffbot is an AI-powered web data extraction and knowledge graph platform that uses machine learning and computer vision to autonomously read, classify, and structure content from billions of public web pages. Its core offering is the Diffbot Knowledge Graph — a continuously updated, queryable database of 10B+ entities (organizations, people, articles, products, events) and 1T+ facts — complemented by Extract, Crawl, Natural Language, Enhance, and LeadGraph APIs for on-demand and pipeline-based web data workflows.


### Key capabilities

- AI/computer-vision-powered web page classification and structured data extraction without manual rules
- Knowledge Graph with 10B+ entities and 1T+ facts, queryable via Diffbot Query Language (DQL)
- Autonomous web crawl of 1.2B+ public websites, independent of Google and Bing
- Natural Language Processing API for entity extraction, relationship detection, and sentiment analysis
- Real-time data enrichment (Enhance) for organizations and people using Knowledge Graph records
- Automated site crawler (Crawlbot) that outputs structured JSON from any website
- B2B lead intelligence via LeadGraph (people and organization data)
- LangChain and Neo4j integration for GraphRAG and knowledge graph construction
- MCP server for integration into AI agent and LLM pipelines
- Multi-language web extraction with English-normalized entity metadata



### Target users

- Data engineers and developers building structured data pipelines
- Enterprise AI and ML teams requiring web-scale training datasets
- Financial services and market intelligence analysts
- B2B sales and marketing teams needing account and contact enrichment
- News, media, and content monitoring organizations
- Academic and applied researchers studying large-scale web knowledge



### Key use cases

- Market intelligence and competitive monitoring using structured web data
- News and media monitoring with entity-level topic and sentiment tagging
- AI/ML training data acquisition from public web sources
- GraphRAG pipeline construction using Knowledge Graph entities and relationships
- B2B lead generation, prospecting, and account enrichment
- E-commerce product data aggregation and price monitoring
- Supply chain and third-party risk monitoring via organization data
- Academic and enterprise research requiring structured web-scale datasets

Integrations ecosystem: Diffbot has a native integration with LangChain via the DiffbotGraphTransformer module, enabling developers to extract entities and relationships from unstructured text and populate Neo4j graph databases for GraphRAG pipelines. Diffbot datasets are also used as benchmark data in LlamaIndex GraphRAG cookbooks. On the platform side, Diffbot publishes an MCP (Model Context Protocol) server on GitHub for AI agent and LLM pipeline integration. Additional third-party integrations noted on SourceForge include Microsoft Excel, Google Sheets, Tableau, DronaHQ, PubNub, and Wufoo. Diffbot's own API ecosystem spans Extract, Crawl, Natural Language, Enhance, and Knowledge Graph endpoints, all accessible via REST API with SDKs available in Python, Ruby, Go, and JavaScript.
Pricing summary: Diffbot offers four tiers billed monthly with no contracts required. Free: $0/month, 10,000 credits, full API access, 5 calls/minute. Startup: $299/month, 250,000 credits at $0.001/credit, 5 calls/second. Plus: $899/month, 1,000,000 credits at $0.0009/credit, 25 active crawls, 3 user licenses, 25 calls/second. Enterprise: custom pricing with 100+ active crawls, custom credit allotment, custom SLA, and managed solutions. Credits are consumed per activity: 1 credit per page extracted, 25 credits per Knowledge Graph entity exported or enriched, 100 credits per facet query or enrichment with refresh. A free Startup-tier plan is available to students and academic researchers through the Diffbot for Students program.
Review summary: Diffbot is rated 4.9 out of 5 on G2 from 29 verified reviews. Users consistently highlight the power and reliability of the Knowledge Graph, the stability of its crawlers compared to brittle rules-based scrapers, and the responsiveness of its customer support team. Reviewers in financial services, recruiting, and market intelligence cite strong data accuracy and global coverage. The most frequently cited criticism is the steep learning curve associated with the Diffbot Query Language and the requirement for developer resources to unlock advanced features; non-technical users report difficulty working independently with the platform.
Competitive positioning: Diffbot occupies a distinct tier in web data infrastructure by combining autonomous, rules-free AI extraction with a proprietary, continuously updated Knowledge Graph — one of the world's only independent commercial web crawls alongside Google and Bing. Unlike scraping-API-first competitors such as Bright Data or Zyte, Diffbot's primary value proposition is structured knowledge-as-a-service: a queryable database of 10B+ entities and 1T+ facts accessible via its Diffbot Query Language (DQL). This positions it more as an AI data layer for enterprise intelligence, RAG pipelines, and LLM training than as a general-purpose proxy or scraping infrastructure. Its deepest competition comes from AI-native extraction tools like Jina AI and Firecrawl, which increasingly target the same LLM/GraphRAG developer audiences.
Limitations: Diffbot is an API-first, developer-centric platform with a notable learning curve, particularly around the Diffbot Query Language (DQL); non-technical users without coding ability struggle to access its advanced features. Raw API output can require significant cleaning before it is usable in downstream pipelines. The platform is less suited for highly custom or obscure scraping scenarios compared to fully programmable scraping frameworks. Occasional API instability has been noted by reviewers. The company is small (~33 employees) with a G2 profile that has been inactive for over a year, suggesting limited recent go-to-market investment.


### Source urls

- https://www.diffbot.com/
- https://www.diffbot.com/pricing/
- https://www.diffbot.com/company/
- https://www.diffbot.com/customer-stories/zippia
- https://www.diffbot.com/customer-stories/avast
- https://www.g2.com/sellers/diffbot-ae6a3f32-a5c5-4c18-a41c-f9c78b64d2e8
- https://tracxn.com/d/companies/diffbot/___8Nja_cRIbVHa-LtWmj9igj6aqUQY82Q23PamibaRz4/funding-and-investors
- https://pitchbook.com/profiles/company/54564-94
- https://en.wikipedia.org/wiki/Diffbot
- https://python.langchain.com/v0.2/docs/integrations/graphs/diffbot/
- https://github.com/diffbot
- https://getlatka.com/companies/diffbot

Reviewed at: 2026-04-28T23:38:26.906+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Zippia | Zippia integrated Diffbot's Knowledge Graph to improve the accuracy of company data powering its career intelligence platform. Head of Data Science Javier Andrés verified a measurable reduction in wrong company information shown to users. | 50% improvement in company data accuracy |
| Avast | Avast used Diffbot's automated page classification, extraction, and Knowledge Graph enrichment to build a production-grade Privacy Policy analysis API for its consumer cybersecurity trust scoring models. | Production pipeline shipped within 4 weeks; 93.4% precision and 100% recall on privacy policy classification |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 4.9 | 5 | 29 | https://www.g2.com/sellers/diffbot-ae6a3f32-a5c5-4c18-a41c-f9c78b64d2e8 |



### Review themes



#### Praised

- Powerful and comprehensive Knowledge Graph with broad entity coverage
- Reliable crawlers that remain stable through website design changes
- Responsive and helpful customer support team
- DQL query language flexibility and GUI testing interface
- Global, multi-language web data with English-normalized metadata
- Ease of integration for developers via REST API and JSON output
- Strong data accuracy and coverage for organizations and people



#### Criticized

- Steep learning curve for Diffbot Query Language (DQL)
- API-first platform requires developer skills; non-technical users struggle
- Raw output can be messy and requires cleaning before downstream use
- Occasional API instability reported by some users
- Limited no-code or visual interface for non-developer workflows
- Advanced features hard to leverage without internal engineering resources




### Company facts

Founded year: 2010
Hq: Menlo Park, CA, USA


#### Founders

- Mike Tung

Employees range: 30-35
Total funding: ~$12.5M
Valuation: Not available
Arr: ~$3.1M
Customer count: 400+
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Firecrawl | 68 | 150 | 45.33333333333333 | 22.88082901554404 |
| Bright Data | 56 | 150 | 37.333333333333336 | 22.618055555555557 |
| Apify | 43 | 150 | 28.666666666666668 | 35.857142857142854 |
| Zyte | 30 | 150 | 20 | 35.12903225806452 |
| Oxylabs | 29 | 150 | 19.333333333333332 | 25.559322033898304 |
| ScrapingBee | 22 | 150 | 14.666666666666666 | 33.208955223880594 |
| Scrapfly | 16 | 150 | 10.666666666666668 | 21.94736842105263 |
| Crawl4AI | 15 | 150 | 10 | 12.26923076923077 |
| Jina AI | 12 | 150 | 8 | 39.74193548387097 |
| Octoparse | 6 | 150 | 4 | 17.571428571428573 |
| Diffbot | 3 | 150 | 2 | 35.57142857142857 |
| Crawlee | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| perplexity | 1 | 4 |
| google-ai | 0 | 0 |
| google-ai-mode | 0 | 0 |
| bing-copilot-search | 0 | 0 |
| chatgpt-search | 1 | 4 |
| xai-search | 1 | 4 |



## Strengths





## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| What web crawling platforms handle anti-bot detection well enough to reliably extract product data from major e-commerce sites at scale? | 6 |
| 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 an AI agent that needs live web data — which web crawling APIs expose a simple REST or function-calling interface for agent use? | 5 |
| Which web scraping API providers have the best uptime and success rate guarantees for production AI data pipelines? | 5 |
| What web data extraction APIs have prebuilt connectors or plugins for common data warehouse and data lake destinations? | 4 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 1 |
| Integrations & Ecosystem | 5 | 0 |
| Performance & Reliability | 5 | 1 |
| Setup & First Run | 5 | 0 |



## Prompt results

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


#### Brand position by platform

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



#### Platform rows



##### Perplexity

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



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search

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



##### Chatgpt-search

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



##### 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

Perplexity: 3
Google-ai: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Diffbot | 3 |
| Zyte | 4 |



##### Google-ai

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



##### Google-ai-mode

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



##### Bing-copilot-search

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



##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Bright Data | 3 |
| Oxylabs | 5 |



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai

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



##### Google-ai-mode

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



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Scrapfly | 1 |



##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai

| Display name | Position |
| --- | --- |
| Oxylabs | 1 |
| Bright Data | 2 |
| Crawl4AI | 3 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Jina AI | 4 |
| Crawl4AI | 5 |
| Apify | 7 |



##### Google-ai





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 2 |
| Crawl4AI | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Firecrawl | 2 |
| Apify | 9 |



##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai

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



##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai

| Display name | Position |
| --- | --- |
| ScrapingBee | 1 |
| Firecrawl | 6 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Crawl4AI | 1 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Bright Data | 1 |
| Scrapfly | 4 |



##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 4 |
| Crawl4AI | 5 |
| Bright Data | 6 |
| ScrapingBee | 8 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Firecrawl | 4 |
| Oxylabs | 8 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Jina AI | 3 |
| Firecrawl | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Bright Data | 5 |
| ScrapingBee | 6 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Zyte | 4 |
| Apify | 5 |



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Apify | 5 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Crawl4AI | 1 |



##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity





##### Google-ai





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Crawl4AI | 4 |



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


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


#### Brand position by platform

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



#### Platform rows



##### Perplexity

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



##### Google-ai

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



##### Google-ai-mode

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



##### Bing-copilot-search

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



##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 1 |
| Crawl4AI | 3 |
| Apify | 5 |
| Bright Data | 7 |



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search

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



##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai

| Display name | Position |
| --- | --- |
| ScrapingBee | 1 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai

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



##### Google-ai-mode





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Bright Data | 8 |



##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search





##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

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



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Apify | 1 |
| Bright Data | 4 |
| Oxylabs | 8 |



##### Google-ai





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

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



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Firecrawl | 3 |
| Bright Data | 5 |



##### Google-ai





##### Google-ai-mode

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



##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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


- 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

Perplexity: Not available
Google-ai: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: 5
Xai-search: 45



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Zyte | 1 |
| Firecrawl | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Oxylabs | 3 |
| Octoparse | 4 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search

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





## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://www.diffbot.com/docs/extract/ | Extract API | diffbot.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/f202fa45-f45a-4a7d-840b-3c2285ae6ee6/863375d2ccbdd570137e6e5b41ee51000071d8fa.png | commercial | documentation | 7 | 7 |
| https://www.diffbot.com/ | Diffbot | diffbot.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/f202fa45-f45a-4a7d-840b-3c2285ae6ee6/863375d2ccbdd570137e6e5b41ee51000071d8fa.png | commercial | documentation | 1 | 0 |
| https://www.diffbot.com/web-scraping/ | The Essential Guide to Scraping At Scale with Diffbot | diffbot.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/f202fa45-f45a-4a7d-840b-3c2285ae6ee6/863375d2ccbdd570137e6e5b41ee51000071d8fa.png | commercial | home | 1 | 0 |
| https://www.diffbot.com/products/extract/ | Diffbot \| Extract Content From Websites Automatically | diffbot.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/f202fa45-f45a-4a7d-840b-3c2285ae6ee6/863375d2ccbdd570137e6e5b41ee51000071d8fa.png | commercial | landing_page | 1 | 0 |
| https://blog.diffbot.com/comparison-of-web-extraction-providers-import-io-vs-diffbot/ | Comparison of Web Extraction Providers: Import.io vs. Diffbot | blog.diffbot.com | Not available | commercial | blog | 1 | 0 |
| https://www.diffbot.com/products/ | Diffbot \| Products | diffbot.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/f202fa45-f45a-4a7d-840b-3c2285ae6ee6/863375d2ccbdd570137e6e5b41ee51000071d8fa.png | commercial | landing_page | 1 | 0 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| Which web scraping platforms integrate natively with vector databases and LLM orchestration frameworks for AI agent pipelines? | chatgpt-search | ...stem \| LlamaIndex, LangChain and major LLM stacks \| Via integrations \| PDFs/docs + web rather than scraping-first \| \| Diffbot \| Knowledge Graph/API can serve as retrieval layer; vector DB usually downstream \| LLM/RAG integrations, APIs \| Less cen... |
| 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? | chatgpt-search | \[5\] \| You generally own the parsing/schema extraction layer \| \| Diffbot \| Potentially extremely fast for supported entity types \| Its abstraction is automatic extraction rather than making you build a crawler. |
| What web extraction services do teams use when they need consistent structured output quality across dynamic and static pages at production scale? | chatgpt-search | ...xtraction \| Excellent \| Excellent \| Large-scale collection, difficult sites, broad proxy/unblocking needs \| \| Diffbot \| Excellent for standardized entities \| Very good \| Excellent \| Articles/products/entities where its ontolog... |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| perplexity | Bright Data | The strongest candidates are Bright Data, Oxylabs, and Zyte. They offer managed extraction products that combine anti-bot handling with product-data collection, rather than leaving you to build and maintain the whole crawling stack. |
| perplexity | Oxylabs | The strongest candidates are Bright Data, Oxylabs, and Zyte. They offer managed extraction products that combine anti-bot handling with product-data collection, rather than leaving you to build and maintain the whole crawling stack. |
| google-ai | ScrapingBee | ScrapingBee * Bright Data: Widely considered the gold standard for massive-scale enterprise operations. |
| google-ai-mode | Crawl4AI | Crawl4AI Documentation +1 The top platforms standout across these dimensions as follows: * Firecrawl (by Mendable) stands out as the industry benchmark for comprehensive documentation and interactive playgrounds . * Documentation Quality: Exceptional. |
| bing-copilot-search | Bright Data | The most reliable platforms for large-scale e-commerce crawling with strong anti-bot detection handling are managed scraping APIs like Bright Data, Zyte, and ZenRows, alongside stealth browser frameworks such as Playwright. |
| chatgpt-search | Bright Data | ...\| Platform \| Anti-bot / access handling \| E-commerce extraction \| Best fit \| \| --- \| --- \| --- \| --- \| \| Bright Data Web Unlocker \| Very strong; browser fingerprinting, residential IPs, JS rendering, CAPTCHA handling, adaptive retries... |
| chatgpt-search | Zyte | ...residential IPs, JS rendering, CAPTCHA handling, adaptive retries \| Strong \| Very large, heterogeneous target set \| \| Zyte API \| Very strong; automatic strategy selection, proxy rotation, sessions, fingerprints/TLS, CAPTCHA handling \| Excellen... |
| chatgpt-search | Oxylabs | ...ng \| Excellent; native product extraction \| Teams wanting structured product data without maintaining parsers \| \| Oxylabs Web Scraper API \| Very strong; proxy infrastructure, CAPTCHA handling, JS rendering \| Excellent, including Amazon an... |
| perplexity | Firecrawl | ...a managed API, a self-hosted crawler, or a ready-made workflow: \| Option \| What it offers \| Best fit \| \|---\|---\|---\| \| Firecrawl \| Crawls a domain and returns pages as clean Markdown or structured JSON; supports browser rendering and per-crawl extr... |
| perplexity | Apify | \| \| Apify Website Content Crawler \| Deep-crawls sites, removes common page clutter, and exports Markdown, text, or HTML; its API and ecosystem can feed RAG pipelines. |
| google-ai | Firecrawl | Firecrawl * How it works: Purpose-built for AI agents and RAG pipelines. |
| google-ai-mode | Firecrawl | ...ypically rely on a mix of developer-first data platforms, managed scraping APIs, and full-service managed operations . Firecrawl +3 The leading web extraction services used at scale fall into distinct categories based on how much infrastructure and... |



## Trend

Visibility delta: -0.6000000000000001
Avg position delta: -1.666666666666667
Citation count delta: -2