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Parallel

Web search, extraction, research, entity…

How they use Tavily

Parallel used Tavily search and extraction tools in its own agent evaluations. Its September 9, 2026 runs covered SimpleQA Verified, BrowseComp and WideSearch. Each competing provider was tested with the same agent at two tiers. An LLM judge graded answers. The SimpleQA Verified evaluation used 100 questions, BrowseComp used 50 questions and WideSearch used 100 tasks.

Parallel also tested Tavily Ultra Fast across five datasets between July 10 and 12, 2026. Its multi-hop evaluations used a GPT-5.4 agent with up to 20 tool calls and included Tavily extraction. Parallel measured search latency around individual API requests from a client in us-central. It reported Tavily Ultra Fast median search latencies ranging from 150 to 357 milliseconds across the five suites.

Sources

5 sources

Introducing Parallel Search Turbo

Published 30 Jun 2026 · Parallel · Web page

Parallel documents Tavily search and extraction in multi-hop evaluations using a GPT-5.4 agent with up to 20 tool calls. The announcement dates testing to July 10–12, 2026 and describes client-side search latency measurements from us-central.

Open original source
Introducing Parallel Search TurboPublished 30 Jun 2026 · Parallel · Web pageParallel documents Tavily search and extraction in multi-hop evaluations using a GPT-5.4 agent with up to 20 tool calls. The announcement dates testing to July 10–12, 2026 and describes client-side search latency measurements from us-central.

Parallel Quality Benchmarks

Listed 28 Oct 2026 · Parallel · Web page

Parallel’s benchmark methodology documents Tavily search and extraction use in agent evaluations run on September 9, 2026. It reports LLM judging and two agent tiers.

Open original source
Parallel Quality BenchmarksListed 28 Oct 2026 · Parallel · Web pageParallel’s benchmark methodology documents Tavily search and extraction use in agent evaluations run on September 9, 2026. It reports LLM judging and two agent tiers.

Parallel vs. Tavily

Listed 28 Oct 2026 · Parallel · Web page

Parallel reports testing Tavily Ultra Fast in July 2026 and measuring median search latency of 150 to 357 milliseconds across five suites. The page also describes Parallel’s commercial search, extraction, research, discovery and monitoring platform.

Open original source
Parallel vs. TavilyListed 28 Oct 2026 · Parallel · Web pageParallel reports testing Tavily Ultra Fast in July 2026 and measuring median search latency of 150 to 357 milliseconds across five suites. The page also describes Parallel’s commercial search, extraction, research, discovery and monitoring platform.

SimpleQA and SimpleQA Verified explained

Published 20 Oct 2026 · Parallel · Web page

Parallel describes giving its SimpleQA Verified evaluation agents Tavily extraction alongside search. It reports LLM judging on a 100-question sample.

Open original source
SimpleQA and SimpleQA Verified explainedPublished 20 Oct 2026 · Parallel · Web pageParallel describes giving its SimpleQA Verified evaluation agents Tavily extraction alongside search. It reports LLM judging on a 100-question sample.

Tavily vs. Parallel: choosing a search API for your AI agent

Published 13 Apr 2026 · Parallel · Web page

Parallel reports including Tavily in its own September 2026 evaluations, with the same agent driving each provider.

Open original source
Tavily vs. Parallel: choosing a search API for your AI agentPublished 13 Apr 2026 · Parallel · Web pageParallel reports including Tavily in its own September 2026 evaluations, with the same agent driving each provider.

Company context

parallel.ai

Parallel, operated by Parallel Web Systems Inc., provides web infrastructure for developers building AI agents and applications. Its Search and Extract APIs retrieve current web information and page content, while Task and Responses produce research outputs with citations. FindAll discovers and enriches lists of entities, and Monitor tracks web changes and delivers alerts. Customers use the platform for account research, investment analysis, competitive monitoring and assistants that need fresh information. Its website names users including Harvey, Notion, Pfizer and Replit.

Documented financing · private company

Amount$100 millionSeries B
· Parallel

Recent updates

7 updates
  1. Product launch

    Parallel launches Decisions API

    Parallel launched an API that answers closed-ended questions using live web information and returns source citations. It supports batching related questions in one request.

    Parallel
  2. Product launch

    # Introducing the Parallel Decisions API: fast classification grounded in live web data

    The Parallel Decisions API answers yes/no and multiple-choice questions from the live web in under a second, with citations and batching, at $1 per 1,000 calls.

    parallel.ai announcement
  3. Partnership

    Browserbase selects Parallel as default search provider

    Parallel became the default search provider for the Browserbase Search API and Browserbase Agents, connecting web discovery and research with browser actions.

    Parallel
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Parallel

Parallel provides web search, extraction, research, entity discovery and monitoring APIs for AI applications. · Infrastructure

How they use Tavily

Parallel used Tavily search and extraction tools in its own agent evaluations. Its September 9, 2026 runs covered SimpleQA Verified, BrowseComp and WideSearch. Each competing provider was tested with the same agent at two tiers. An LLM judge graded answers. The SimpleQA Verified evaluation used 100 questions, BrowseComp used 50 questions and WideSearch used 100 tasks.

Parallel also tested Tavily Ultra Fast across five datasets between July 10 and 12, 2026. Its multi-hop evaluations used a GPT-5.4 agent with up to 20 tool calls and included Tavily extraction. Parallel measured search latency around individual API requests from a client in us-central. It reported Tavily Ultra Fast median search latencies ranging from 150 to 357 milliseconds across the five suites.

Sources

5 sources

Introducing Parallel Search Turbo

Published 30 Jun 2026 · Parallel · Web page

Parallel documents Tavily search and extraction in multi-hop evaluations using a GPT-5.4 agent with up to 20 tool calls. The announcement dates testing to July 10–12, 2026 and describes client-side search latency measurements from us-central.

Open original source
Introducing Parallel Search TurboPublished 30 Jun 2026 · Parallel · Web pageParallel documents Tavily search and extraction in multi-hop evaluations using a GPT-5.4 agent with up to 20 tool calls. The announcement dates testing to July 10–12, 2026 and describes client-side search latency measurements from us-central.

Parallel Quality Benchmarks

Listed 28 Oct 2026 · Parallel · Web page

Parallel’s benchmark methodology documents Tavily search and extraction use in agent evaluations run on September 9, 2026. It reports LLM judging and two agent tiers.

Open original source
Parallel Quality BenchmarksListed 28 Oct 2026 · Parallel · Web pageParallel’s benchmark methodology documents Tavily search and extraction use in agent evaluations run on September 9, 2026. It reports LLM judging and two agent tiers.

Parallel vs. Tavily

Listed 28 Oct 2026 · Parallel · Web page

Parallel reports testing Tavily Ultra Fast in July 2026 and measuring median search latency of 150 to 357 milliseconds across five suites. The page also describes Parallel’s commercial search, extraction, research, discovery and monitoring platform.

Open original source
Parallel vs. TavilyListed 28 Oct 2026 · Parallel · Web pageParallel reports testing Tavily Ultra Fast in July 2026 and measuring median search latency of 150 to 357 milliseconds across five suites. The page also describes Parallel’s commercial search, extraction, research, discovery and monitoring platform.

SimpleQA and SimpleQA Verified explained

Published 20 Oct 2026 · Parallel · Web page

Parallel describes giving its SimpleQA Verified evaluation agents Tavily extraction alongside search. It reports LLM judging on a 100-question sample.

Open original source
SimpleQA and SimpleQA Verified explainedPublished 20 Oct 2026 · Parallel · Web pageParallel describes giving its SimpleQA Verified evaluation agents Tavily extraction alongside search. It reports LLM judging on a 100-question sample.

Tavily vs. Parallel: choosing a search API for your AI agent

Published 13 Apr 2026 · Parallel · Web page

Parallel reports including Tavily in its own September 2026 evaluations, with the same agent driving each provider.

Open original source
Tavily vs. Parallel: choosing a search API for your AI agentPublished 13 Apr 2026 · Parallel · Web pageParallel reports including Tavily in its own September 2026 evaluations, with the same agent driving each provider.

Company context

parallel.ai

Parallel, operated by Parallel Web Systems Inc., provides web infrastructure for developers building AI agents and applications. Its Search and Extract APIs retrieve current web information and page content, while Task and Responses produce research outputs with citations. FindAll discovers and enriches lists of entities, and Monitor tracks web changes and delivers alerts. Customers use the platform for account research, investment analysis, competitive monitoring and assistants that need fresh information. Its website names users including Harvey, Notion, Pfizer and Replit.

Documented financing · private company

Amount$100 millionSeries B
· Parallel

Recent updates

7 updates
  1. Product launch

    Parallel launches Decisions API

    Parallel launched an API that answers closed-ended questions using live web information and returns source citations. It supports batching related questions in one request.

    Parallel
  2. Product launch

    # Introducing the Parallel Decisions API: fast classification grounded in live web data

    The Parallel Decisions API answers yes/no and multiple-choice questions from the live web in under a second, with citations and batching, at $1 per 1,000 calls.

    parallel.ai announcement
  3. Partnership

    Browserbase selects Parallel as default search provider

    Parallel became the default search provider for the Browserbase Search API and Browserbase Agents, connecting web discovery and research with browser actions.

    Parallel