Category
Web Scraping
Key features
Search and Extract APIs
Deep research Task API
FindAll entity list builder
01 — Overview
What is
Parallel
Parallel provides web infrastructure for AI agents, with APIs for search, page extraction, deep research, entity list building and web monitoring, all built on its own index and returning citations and confidence scores. GTM teams use it to enrich company and contact lists with live, cited fields such as headcount and funding, to build account briefs before calls, to generate lists of target companies from a plain language query and to watch accounts or competitors for changes.
02 — Who it’s for
Ideal Customer Profile
Used by engineering, data and GTM engineering teams at startups through Fortune 500 enterprises, including companies in legal, finance and healthcare.
03 — Capabilities
Key Features
Search and Extract APIs
Deep research Task API
FindAll entity list builder
Web Monitor with webhook alerts
Citations and confidence scores
Search MCP server and SDKs
05 — Similar tools
Alternatives
06 — FAQ
Frequently Asked Questions
What is Parallel used for?
Parallel gives AI agents and data workflows real time web search, page extraction, deep research and monitoring. For GTM teams it powers list building, account research and cited enrichment of company and contact records.
Who uses Parallel?
Developers and data teams at startups and large enterprises, with named customers such as Notion, Replit, Harvey and Pfizer, and a focus on high stakes areas like legal, finance and healthcare.
Which tools does Parallel integrate with?
It works with Google Sheets, Snowflake, n8n, LangChain, Vercel, Supabase, Google Cloud and OpenRouter, and offers a Search MCP server for tools like Cursor and Claude Code.
Does Parallel have an API?
Yes. Parallel is API first, with a REST API, Python and TypeScript SDKs, an OpenAI compatible Chat API and webhooks for long running tasks. It is SOC 2 Type II certified.





