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    1. Home
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    3. Parallel
    Parallel icon

    Parallel

    Retrieval-Augmented Generation

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

    Visit Website

    At a Glance

    Pricing
    Paid
    Task API Base: $50/mo
    Task API Core: $100/mo
    Task API Pro: $200/mo
    +3 more plans

    Engagement

    Available On

    Web
    API
    SDK

    Resources

    WebsiteDocsllms.txt

    Topics

    Retrieval-Augmented GenerationMCP ServersWeb Research

    Alternatives

    TavilyLightfeedOpenDeepSearch
    Developer
    Parallel Web SystemsPalo Alto, CAEst. 2023$130M raised

    Updated Feb 2026

    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.

    Parallel - 1

    Community Discussions

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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

    No ratings yet

    Be the first to rate Parallel and help others make informed decisions.

    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
    1 tool in directory

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