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Parallel

Retrieval-Augmented Generation

High-accuracy web research and search APIs built for AI agents, providing structured answers, citations, and MCP-ready integrations.

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At a Glance

Pricing

Subscription

Task API Base: $50/mo
Task API Core: $100/mo
Task API Pro: $200/mo

Engagement

Available On

Web
API
SDK

Resources

WebsiteDocsllms.txt

Topics

Retrieval-Augmented GenerationMCP ServersWeb Research

About Parallel

Parallel (parallel.ai) is an AI infrastructure company that builds web research and search APIs optimized for AI agents—what they call the "web’s second user." Their platform emphasizes accuracy, verifiability, and structured outputs, enabling agents and developers to access reliable web data at scale.

Key Products

  • Task API: Provides structured, verifiable answers with citations, excerpts, reasoning chains, and calibrated confidence scores. Supports multiple processor tiers (Base, Core, Pro, Ultra, Parallel 600, Parallel 1200) with increasing accuracy and cost.
  • Basis Verification: A built-in framework included in higher tiers of Task API, delivering citations, evidence, and confidence levels for human-in-the-loop workflows.
  • Search API: Returns ranked URLs and excerpt-rich, LLM-friendly outputs designed to reduce scraping and improve reasoning.
  • Search MCP Server: Wraps the Search API as a plug-and-play Model Context Protocol (MCP) server, giving AI agents high-quality, cost-efficient web search results.
  • Source Policy: Lets developers whitelist or blacklist domains to control source reliability.
  • Webhooks: Event-driven notifications for completed tasks, making it easy to chain and orchestrate workflows.

Benchmarks & Performance

  • Task API: Achieves up to 48% accuracy on BrowseComp/WISER benchmarks, outperforming GPT-4 browsing (1%), Claude (6%), Exa (14%), and Perplexity (8%).
  • Search MCP: GPT-4.1 + Parallel MCP achieves 74.9% accuracy at $21 CPM, outperforming native GPT search and Exa.

Parallel is SOC-II Type II certified and focuses on building transparent, evidence-backed infrastructure for AI developers and agents.

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Pricing

Task API Base

Task API Base plan with Basic research tasks and Lower accuracy baseline.

$50
per month
  • Basic research tasks
  • Lower accuracy baseline

Task API Core

Task API Core plan with Structured answers and Citations included.

$100
per month
  • Structured answers
  • Citations included

Task API Pro

Professional plan with Higher accuracy and Basis verification framework for power users.

$200
per month
  • Higher accuracy
  • Basis verification framework

Task API Ultra

Task API Ultra plan with Advanced accuracy and Evidence-based outputs.

$300
per month
  • Advanced accuracy
  • Evidence-based outputs

Parallel 600

Parallel 600 plan with High-tier accuracy (≈36%) and Optimized reasoning.

$600
per month
  • High-tier accuracy (≈36%)
  • Optimized reasoning

Parallel 1200

Parallel 1200 plan with Highest accuracy (≈48%) and Best benchmark results.

$1200
per month
  • Highest accuracy (≈48%)
  • Best benchmark results
View official pricing

Capabilities

Key Features

  • Structured web research with citations and reasoning
  • Task API with configurable processor tiers
  • Basis verification framework with calibrated confidences
  • Excerpt-rich, ranked results optimized for LLMs
  • Search API and Search MCP server integration
  • Source Policy for domain-level control
  • Webhook notifications for completed tasks
  • SOC-II Type II certified infrastructure

Integrations

OpenAI
Anthropic
MCP-compatible agents
API Available
View Docs

Demo Video

Parallel Demo Video
Watch on YouTube

Reviews & Ratings

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Developer

Parallel Web Systems

Parallel builds web infrastructure optimized for AI agents, offering structured, verifiable, and high-accuracy research APIs designed for reliability, transparency, and composability.

Founded 2023
Palo Alto, CA
$130M raised
50 employees

Used by

Day AI
Gumloop
Lindy
Amp
+8 more
Read more about Parallel Web Systems
WebsiteX / Twitter
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