Introducing Parallel Search Turbo: the fastest and lowest-cost search for AI. [Learn more.](/content/blog/parallel-search-turbo/index.html)[\[Learn more.\](/content/blog/parallel-search-turbo/index.html)](/content/ai/blog/parallel-search-turbo/index.html)

HumanMachine

UPDATED

Parallel Search is now generally available

With enhancements that deliver industry-leading accuracy and token efficiency for web search across diverse use cases

[Learn more](/content/products/search/index.html)\[Learn more\](/content/products/search/index.html)

June 10, 2025

# \\# Parallel Search API is now available in alpha

Tags:[Product](/content/blog?tag=product/index.html)

Reading time: 2 min

Building AI agents and applications that access the web shouldn't require complex orchestration of searching, scraping, parsing, re-ranking, and filtering. The Parallel Search API handles this complexity for you, collapsing multi-step pipelines into a single fast API call.

## \\#\# Why AIs Need a New Kind of Search

LLMs ingest tokens, not web pages. Mainstream search engines are engineered for human use—short, keyword queries, clickable titles, and ad yield—so they surface teaser snippets instead of the high‑density passages an agent needs to reason. Developers are forced to add scraping and summarization layers that increase latency, inflate token costs, and introduce brittle failure points that can corrupt reliability and downstream quality. An AI‑native retrieval layer must deliver the most information‑rich spans of text, with explicit controls for freshness and length, ready to slot directly into an LLM context window. These requirements shape the Parallel Search API.

!\[Search API Playground on the Parallel Developer Platform\](https://cdn.sanity.io/images/5hzduz3y/production/7cb91842e91b65063cd8e35c4d3212309496a77c-1664x1080.gif)Search API Playground on the Parallel Developer Platform

## \\#\# **\*\* _\_The\__ Web Search Tool for AI Agents\*\***

Built on Parallel’s custom web crawler and index, the Search API takes flexible inputs (search objective and/or search queries) and returns LLM-ready ranked URLs with extended webpage excerpts. With granular control over output sizes, it largely reduces the need for additional scraping, making it the go-to search tool for your AI agent.

**\*\*Two tiers to match your needs:\*\***

- \- **\*\*Base\*\***: Fast, cost-effective web access with extended webpage excerpts (2-5s)
- \- **\*\*Pro\*\***: Best-in-class retrieval engine, prioritizing freshness and relevance. Built for long-horizon agents where quality matters over speed (15-60s)

````
1
2
3
4
5
6
7
8
9
10
11
12
13
14

curl --request POST \
  --url https://api.parallel.ai/alpha/search \
  --header "Content-Type: application/json" \
  --header "x-api-key: $PARALLEL_API_KEY" \
  --data '{
    "objective": "When was the United Nations established? Prefer UN'\''s websites.",
    "search_queries": [\
      "Founding year UN",\
      "Year of founding United Nations"\
    ],
    "processor": "base",
    "max_results": 5,
    "max_chars_per_result": 1500
  }'``` curl --request POST \
  --url https://api.parallel.ai/alpha/search \
  --header "Content-Type: application/json" \
  --header "x-api-key: $PARALLEL_API_KEY" \
  --data '{
    "objective": "When was the United Nations established? Prefer UN'\''s websites.",
    "search_queries": [\
      "Founding year UN",\
      "Year of founding United Nations"\
    ],
    "processor": "base",
    "max_results": 5,
    "max_chars_per_result": 1500
  }'
```
````

The Parallel Search API delivers high-quality, relevant results while optimizing for the price-performance balance your AI applications need at scale. By providing a single, simple abstraction, our Search API reduces token spend and eliminates the need to orchestrate multiple tools. Our [Chat](/content/blog/chat-api/index.html)[\[Chat\](/blog/chat-api)](/content/ai/blog/chat-api/index.html) and [Task APIs](/content/blog/parallel-task-api/index.html)[\[Task APIs\](/blog/parallel-task-api)](/content/ai/blog/parallel-task-api/index.html) utilize this same search technology as their underlying foundation.

## \\#\# **\*\*Start Building\*\***

Get started in our [Developer Platform](https://platform.parallel.ai/play/search)[\[Developer Platform\](https://platform.parallel.ai/play/search)](https://platform.parallel.ai/play/search) or dive into the [documentation](https://docs.parallel.ai/search-api/search-quickstart)[\[documentation\](https://docs.parallel.ai/search-api/search-quickstart)](https://docs.parallel.ai/search-api/search-quickstart).

## \\#\# Ready to get started?

Sign up for free. No credit card required.

[Try Parallel](https://platform.parallel.ai/home)[\[Try Parallel\](https://platform.parallel.ai/home)](https://platform.parallel.ai/home) [Contact sales](https://contact.parallel.ai/)[\[Contact sales\](https://contact.parallel.ai/)](https://contact.parallel.ai/)

[Are you an agent? Read this to onboard Parallel](/content/agents.md)[\[Are you an agent? Read this to onboard Parallel\](/content/agents.md)](/content/ai/agents.md)

By Parallel

June 10, 2025

### \\#\# Related Posts80

[Jul 30, 2026\\
**\- \[Building an always-on background agent to proactively support customers\](/content/blog/customer-watch-background-agent/index.html)**](/content/blog/customer-watch-background-agent/index.html)

[Tags:](/content/blog/customer-watch-background-agent/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Khushi Shelat

[Jul 21, 2026\\
**\- \[Introducing the Parallel Responses API\](/content/blog/responses-api/index.html)**](/content/blog/responses-api/index.html)

[Tags:](/content/blog/responses-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 20, 2026\\
**\- \[Building a vendor intelligence system with Parallel\](/content/blog/vendor-intelligence-system/index.html)**](/content/blog/vendor-intelligence-system/index.html)

[Tags:](/content/blog/vendor-intelligence-system/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Sahith Jagarlamudi

[Jul 16, 2026\\
**\- \[Parallel and Google Cloud Announce Partnership for Agentic Web Search on Gemini Enterprise Agent Platform\](/content/blog/google-cloud-partnership/index.html)**](/content/blog/google-cloud-partnership/index.html)

[Tags:](/content/blog/google-cloud-partnership/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 15, 2026\\
**\- \[$5 in free Parallel credits, every month\](/content/blog/free-tier-parallel/index.html)**](/content/blog/free-tier-parallel/index.html)

[Tags:](/content/blog/free-tier-parallel/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

\\
\\
Jul 13, 2026\\
\\
**\- \[Introducing Parallel Search Turbo\](/content/blog/parallel-search-turbo/index.html)** \\
\\
Author: By Parallel](/content/blog/parallel-search-turbo/index.html)

[Jul 12, 2026\\
**\- \[Building a realtime voice agent with GPT-Realtime-2.1 and Parallel Search Turbo\](/content/blog/gpt-realtime-parallel-turbo/index.html)**](/content/blog/gpt-realtime-parallel-turbo/index.html)

[Tags:](/content/blog/gpt-realtime-parallel-turbo/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By George Pickett

[Jul 10, 2026\\
**\- \[How Nooks cut web search costs 70.5% by switching to Parallel\](/content/blog/case-study-nooks/index.html)**](/content/blog/case-study-nooks/index.html)

[Tags:](/content/blog/case-study-nooks/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Jul 8, 2026\\
**\- \[How Build created live geofenced alerts powered by Parallel for institutional real estate\](/content/blog/case-study-build/index.html)**](/content/blog/case-study-build/index.html)

[Tags:](/content/blog/case-study-build/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Jun 9, 2026\\
**\- \[OpenClaw now has free, LLM-optimized web search by default powered by Parallel\](/content/blog/free-web-search-openclaw/index.html)**](/content/blog/free-web-search-openclaw/index.html)

[Tags:](/content/blog/free-web-search-openclaw/index.html) [Company](/content/blog?tag=company/index.html)

Author: By Parallel

[Jun 5, 2026\\
**\- \[Introducing real-time Entity Search\](/content/blog/entity-search-company/index.html)**](/content/blog/entity-search-company/index.html)

[Tags:](/content/blog/entity-search-company/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jun 3, 2026\\
**\- \[How we enrich & triage inbound leads using the Parallel Task API\](/content/blog/enrich-triage-inbound-leads-parallel-task-api/index.html)**](/content/blog/enrich-triage-inbound-leads-parallel-task-api/index.html)

[Tags:](/content/blog/enrich-triage-inbound-leads-parallel-task-api/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Khushi Shelat

[May 20, 2026\\
**\- \[How AirOps creates citation-worthy content at scale, powered by Parallel\](/content/blog/case-study-airops/index.html)**](/content/blog/case-study-airops/index.html)

[Tags:](/content/blog/case-study-airops/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[May 18, 2026\\
**\- \[Introducing Index by Parallel\](/content/blog/introducing-index-by-parallel/index.html)**](/content/blog/introducing-index-by-parallel/index.html)

[Tags:](/content/blog/introducing-index-by-parallel/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[May 7, 2026\\
**\- \[Parallel Monitor API: New processor tiers, snapshots and event streams, and Basis on every event\](/content/blog/monitor-api/index.html)**](/content/blog/monitor-api/index.html)

[Tags:](/content/blog/monitor-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[May 4, 2026\\
**\- \[How we built parallelmpp.dev\](/content/blog/parallel-mpp-dev/index.html)**](/content/blog/parallel-mpp-dev/index.html)

[Tags:](/content/blog/parallel-mpp-dev/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Son Do

[Apr 29, 2026\\
**\- \[How Actively's Per Account Agents use Parallel to turn the entire web into a proactive sales intelligence layer\](/content/blog/case-study-actively/index.html)**](/content/blog/case-study-actively/index.html)

[Tags:](/content/blog/case-study-actively/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Apr 28, 2026\\
**\- \[Parallel Raises at $2 Billion Valuation to Scale Web Infrastructure for Agents\](/content/blog/series-b/index.html)**](/content/blog/series-b/index.html)

[Tags:](/content/blog/series-b/index.html) [Company](/content/blog?tag=company/index.html)

Author: By Parallel

[Apr 24, 2026\\
**\- \[Building a free CLI agent with Pi, Ollama, Gemma 4, and Parallel\](/content/blog/free-CLI-agent/index.html)**](/content/blog/free-CLI-agent/index.html)

[Tags:](/content/blog/free-CLI-agent/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Matt Harris

[Apr 23, 2026\\
**\- \[Parallel Search is now free for agents via MCP\](/content/blog/free-web-search-mcp/index.html)**](/content/blog/free-web-search-mcp/index.html)

[Tags:](/content/blog/free-web-search-mcp/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Apr 21, 2026\\
**\- \[Upgrades to the Parallel Search & Extract APIs\](/content/blog/parallel-search-api/index.html)**](/content/blog/parallel-search-api/index.html)

[Tags:](/content/blog/parallel-search-api/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Apr 20, 2026\\
**\- \[How Finch is scaling plaintiff law with AI agents that research like associates\](/content/blog/case-study-finch/index.html)**](/content/blog/case-study-finch/index.html)

[Tags:](/content/blog/case-study-finch/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Apr 8, 2026\\
**\- \[Genpact and Parallel Web Systems Partner to Drive Tangible Efficiency from AI Systems\](/content/blog/genpact-parallel-partnership/index.html)**](/content/blog/genpact-parallel-partnership/index.html)

[Tags:](/content/blog/genpact-parallel-partnership/index.html) [Company](/content/blog?tag=company/index.html)

Author: By Parallel

[Apr 8, 2026\\
**\- \[How Genpact helps top US insurers cut contents claims processing times in half with Parallel \](/content/blog/case-study-genpact/index.html)**](/content/blog/case-study-genpact/index.html)

[Tags:](/content/blog/case-study-genpact/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Apr 7, 2026\\
**\- \[A new deep research frontier on DeepSearchQA with the Task API Harness\](/content/blog/deep-research/index.html)**](/content/blog/deep-research/index.html)

[Tags:](/content/blog/deep-research/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Mar 30, 2026\\
**\- \[How Modal saves tens of thousands annually by building in-house GTM pipelines with Parallel\](/content/blog/case-study-modal/index.html)**](/content/blog/case-study-modal/index.html)

[Tags:](/content/blog/case-study-modal/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Mar 25, 2026\\
**\- \[How Opendoor uses Parallel as the enterprise grade web research layer powering its AI-native real estate operations\](/content/blog/case-study-opendoor/index.html)**](/content/blog/case-study-opendoor/index.html)

[Tags:](/content/blog/case-study-opendoor/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Mar 19, 2026\\
**\- \[Introducing stateful web research agents with multi-turn conversations\](/content/blog/task-api-interactions/index.html)**](/content/blog/task-api-interactions/index.html)

[Tags:](/content/blog/task-api-interactions/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Mar 18, 2026\\
**\- \[Parallel is live on Tempo, now available natively to agents with the Machine Payments Protocol\](/content/blog/tempo-stripe-mpp/index.html)**](/content/blog/tempo-stripe-mpp/index.html)

[Tags:](/content/blog/tempo-stripe-mpp/index.html) [Company](/content/blog?tag=company/index.html)

Author: By Parallel

[Mar 17, 2026\\
**\- \[How Parallel helped Kepler build AI that finance professionals can actually trust\](/content/blog/case-study-kepler/index.html)**](/content/blog/case-study-kepler/index.html)

[Tags:](/content/blog/case-study-kepler/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Mar 10, 2026\\
**\- \[Introducing the Parallel CLI\](/content/blog/parallel-cli/index.html)**](/content/blog/parallel-cli/index.html)

[Tags:](/content/blog/parallel-cli/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Mar 4, 2026\\
**\- \[How Profound helps brands win AI Search with high-quality web research and content creation powered by Parallel\](/content/blog/case-study-profound/index.html)**](/content/blog/case-study-profound/index.html)

[Tags:](/content/blog/case-study-profound/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Mar 2, 2026\\
**\- \[How Harvey is expanding legal AI internationally with Parallel\](/content/blog/case-study-harvey/index.html)**](/content/blog/case-study-harvey/index.html)

[Tags:](/content/blog/case-study-harvey/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Feb 23, 2026\\
**\- \[How Tabstack by Mozilla enables agents to navigate the web with Parallel’s best-in-class web search\](/content/blog/case-study-tabstack/index.html)**](/content/blog/case-study-tabstack/index.html)

[Tags:](/content/blog/case-study-tabstack/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Feb 4, 2026\\
**\- \[Parallel Web Tools and Agents now available across Vercel AI Gateway, AI SDK, and Marketplace\](/content/blog/vercel/index.html)**](/content/blog/vercel/index.html)

[Tags:](/content/blog/vercel/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jan 28, 2026\\
**\- \[Authenticated page access for the Parallel Task API\](/content/blog/authenticated-page-access/index.html)**](/content/blog/authenticated-page-access/index.html)

[Tags:](/content/blog/authenticated-page-access/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jan 21, 2026\\
**\- \[Introducing structured outputs for the Monitor API\](/content/blog/structured-outputs-monitor/index.html)**](/content/blog/structured-outputs-monitor/index.html)

[Tags:](/content/blog/structured-outputs-monitor/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jan 15, 2026\\
**\- \[Introducing research models with Basis for the Parallel Chat API\](/content/blog/research-models-chat/index.html)**](/content/blog/research-models-chat/index.html)

[Tags:](/content/blog/research-models-chat/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jan 8, 2026\\
**\- \[Build a real-time fact checker with Parallel and Cerebras\](/content/blog/cerebras-fact-checker/index.html)**](/content/blog/cerebras-fact-checker/index.html)

[Tags:](/content/blog/cerebras-fact-checker/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Parallel

[Dec 17, 2025\\
**\- \[Parallel Task API achieves state-of-the-art accuracy on DeepSearchQA\](/content/blog/deepsearch-qa/index.html)**](/content/blog/deepsearch-qa/index.html)

[Tags:](/content/blog/deepsearch-qa/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Dec 16, 2025\\
**\- \[Introducing Granular Basis for the Task API\](/content/blog/granular-basis-task-api/index.html)**](/content/blog/granular-basis-task-api/index.html)

[Tags:](/content/blog/granular-basis-task-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Dec 11, 2025\\
**\- \[How Amp’s coding agents build better software with Parallel Search\](/content/blog/case-study-amp/index.html)**](/content/blog/case-study-amp/index.html)

[Tags:](/content/blog/case-study-amp/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Dec 10, 2025\\
**\- \[Latency improvements on the Parallel Task API \](/content/blog/task-api-latency/index.html)**](/content/blog/task-api-latency/index.html)

[Tags:](/content/blog/task-api-latency/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Nov 20, 2025\\
**\- \[Introducing Parallel Extract\](/content/blog/introducing-parallel-extract/index.html)**](/content/blog/introducing-parallel-extract/index.html)

[Tags:](/content/blog/introducing-parallel-extract/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Nov 18, 2025\\
**\- \[Introducing Parallel FindAll\](/content/blog/introducing-findall-api/index.html)**](/content/blog/introducing-findall-api/index.html)

[Tags:](/content/blog/introducing-findall-api/index.html) [Product](/content/blog?tag=product/index.html),[Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Nov 13, 2025\\
**\- \[Introducing Parallel Monitor\](/content/blog/monitor-api-beta/index.html)**](/content/blog/monitor-api-beta/index.html)

[Tags:](/content/blog/monitor-api-beta/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Nov 12, 2025\\
**\- \[Parallel raises $100M Series A to build web infrastructure for agents\](/content/blog/series-a/index.html)**](/content/blog/series-a/index.html)

[Tags:](/content/blog/series-a/index.html) [Company](/content/blog?tag=company/index.html)

Author: By Parallel

[Nov 11, 2025\\
**\- \[How Macroscope reduced code review false positives with Parallel\](/content/blog/case-study-macroscope/index.html)**](/content/blog/case-study-macroscope/index.html)

[Tags:](/content/blog/case-study-macroscope/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Nov 6, 2025\\
**\- \[Introducing Parallel Search\](/content/blog/parallel-search-api-beta/index.html)**](/content/blog/parallel-search-api-beta/index.html)

[Tags:](/content/blog/parallel-search-api-beta/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Nov 3, 2025\\
**\- \[Parallel processors set new price-performance standard on SealQA benchmark\](/content/blog/benchmarks-task-api-sealqa/index.html)**](/content/blog/benchmarks-task-api-sealqa/index.html)

[Tags:](/content/blog/benchmarks-task-api-sealqa/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Oct 30, 2025\\
**\- \[Introducing LLMTEXT, an open source toolkit for the llms.txt standard\](/content/blog/LLMTEXT-for-llmstxt/index.html)**](/content/blog/LLMTEXT-for-llmstxt/index.html)

[Tags:](/content/blog/LLMTEXT-for-llmstxt/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Oct 23, 2025\\
**\- \[How Starbridge powers public sector GTM with state-of-the-art web research\](/content/blog/case-study-starbridge/index.html)**](/content/blog/case-study-starbridge/index.html)

[Tags:](/content/blog/case-study-starbridge/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Oct 22, 2025\\
**\- \[Building a market research platform with Parallel Deep Research\](/content/blog/cookbook-market-research-platform-with-parallel/index.html)**](/content/blog/cookbook-market-research-platform-with-parallel/index.html)

[Tags:](/content/blog/cookbook-market-research-platform-with-parallel/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Parallel

[Oct 17, 2025\\
**\- \[How Lindy brings state-of-the-art web research to automation flows\](/content/blog/case-study-lindy/index.html)**](/content/blog/case-study-lindy/index.html)

[Tags:](/content/blog/case-study-lindy/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Oct 16, 2025\\
**\- \[Introducing the Parallel Task MCP Server\](/content/blog/parallel-task-mcp-server/index.html)**](/content/blog/parallel-task-mcp-server/index.html)

[Tags:](/content/blog/parallel-task-mcp-server/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Oct 9, 2025\\
**\- \[Introducing the Core2x Processor for improved compute control on the Task API\](/content/blog/core2x-processor/index.html)**](/content/blog/core2x-processor/index.html)

[Tags:](/content/blog/core2x-processor/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Oct 8, 2025\\
**\- \[How Day AI merges private and public data for business intelligence\](/content/blog/case-study-day-ai/index.html)**](/content/blog/case-study-day-ai/index.html)

[Tags:](/content/blog/case-study-day-ai/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Oct 7, 2025\\
**\- \[Full Basis framework for all Task API Processors\](/content/blog/full-basis-framework-for-task-api/index.html)**](/content/blog/full-basis-framework-for-task-api/index.html)

[Tags:](/content/blog/full-basis-framework-for-task-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Oct 6, 2025\\
**\- \[Building a real-time streaming task manager with Parallel\](/content/blog/cookbook-sse-task-manager-with-parallel/index.html)**](/content/blog/cookbook-sse-task-manager-with-parallel/index.html)

[Tags:](/content/blog/cookbook-sse-task-manager-with-parallel/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Parallel

[Sep 30, 2025\\
**\- \[How Gumloop built a new AI automation framework with web intelligence as a core node\](/content/blog/case-study-gumloop/index.html)**](/content/blog/case-study-gumloop/index.html)

[Tags:](/content/blog/case-study-gumloop/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Sep 16, 2025\\
**\- \[Introducing the TypeScript SDK\](/content/blog/typescript-sdk/index.html)**](/content/blog/typescript-sdk/index.html)

[Tags:](/content/blog/typescript-sdk/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Sep 12, 2025\\
**\- \[Building a serverless competitive intelligence platform with MCP + Task API\](/content/blog/cookbook-competitor-research-with-reddit-mcp/index.html)**](/content/blog/cookbook-competitor-research-with-reddit-mcp/index.html)

[Tags:](/content/blog/cookbook-competitor-research-with-reddit-mcp/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Parallel

[Sep 11, 2025\\
**\- \[Introducing Parallel Deep Research reports\](/content/blog/deep-research-reports/index.html)**](/content/blog/deep-research-reports/index.html)

[Tags:](/content/blog/deep-research-reports/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Sep 9, 2025\\
**\- \[A new pareto-frontier for Deep Research price-performance\](/content/blog/deep-research-benchmarks/index.html)**](/content/blog/deep-research-benchmarks/index.html)

[Tags:](/content/blog/deep-research-benchmarks/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Sep 5, 2025\\
**\- \[Building a Full-Stack Search Agent with Parallel and Cerebras\](/content/blog/cookbook-search-agent/index.html)**](/content/blog/cookbook-search-agent/index.html)

[Tags:](/content/blog/cookbook-search-agent/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Parallel

[Aug 21, 2025\\
**\- \[Webhooks for the Parallel Task API\](/content/blog/webhooks/index.html)**](/content/blog/webhooks/index.html)

[Tags:](/content/blog/webhooks/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 14, 2025\\
**\- \[Introducing Parallel: Web Search Infrastructure for AIs \](/content/blog/introducing-parallel/index.html)**](/content/blog/introducing-parallel/index.html)

[Tags:](/content/blog/introducing-parallel/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html),[Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 7, 2025\\
**\- \[Introducing SSE for Task Runs\](/content/blog/sse-for-tasks/index.html)**](/content/blog/sse-for-tasks/index.html)

[Tags:](/content/blog/sse-for-tasks/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 5, 2025\\
**\- \[A new line of advanced Processors: Ultra2x, Ultra4x, and Ultra8x \](/content/blog/new-advanced-processors/index.html)**](/content/blog/new-advanced-processors/index.html)

[Tags:](/content/blog/new-advanced-processors/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 4, 2025\\
**\- \[Introducing Auto Mode for the Parallel Task API\](/content/blog/task-api-auto-mode/index.html)**](/content/blog/task-api-auto-mode/index.html)

[Tags:](/content/blog/task-api-auto-mode/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 31, 2025\\
**\- \[A state-of-the-art search API purpose-built for agents\](/content/blog/search-api-benchmark/index.html)**](/content/blog/search-api-benchmark/index.html)

[Tags:](/content/blog/search-api-benchmark/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Jul 31, 2025\\
**\- \[Parallel Search MCP Server in Devin\](/content/blog/parallel-search-mcp-in-devin/index.html)**](/content/blog/parallel-search-mcp-in-devin/index.html)

[Tags:](/content/blog/parallel-search-mcp-in-devin/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 28, 2025\\
**\- \[Introducing Tool Calling via MCP Servers\](/content/blog/mcp-tool-calling/index.html)**](/content/blog/mcp-tool-calling/index.html)

[Tags:](/content/blog/mcp-tool-calling/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 14, 2025\\
**\- \[Introducing the Parallel Search MCP Server \](/content/blog/search-mcp-server/index.html)**](/content/blog/search-mcp-server/index.html)

[Tags:](/content/blog/search-mcp-server/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 8, 2025\\
**\- \[Introducing Source Policy\](/content/blog/source-policy/index.html)**](/content/blog/source-policy/index.html)

[Tags:](/content/blog/source-policy/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 2, 2025\\
**\- \[The Parallel Task Group API\](/content/blog/task-group-api/index.html)**](/content/blog/task-group-api/index.html)

[Tags:](/content/blog/task-group-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jun 17, 2025\\
**\- \[State of the Art Deep Research APIs\](/content/blog/deep-research-browsecomp/index.html)**](/content/blog/deep-research-browsecomp/index.html)

[Tags:](/content/blog/deep-research-browsecomp/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[May 29, 2025\\
**\- \[Introducing the Parallel Chat API \](/content/blog/chat-api/index.html)**](/content/blog/chat-api/index.html)

[Tags:](/content/blog/chat-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[May 16, 2025\\
**\- \[Introducing Basis with Calibrated Confidences \](/content/blog/introducing-basis-with-calibrated-confidences/index.html)**](/content/blog/introducing-basis-with-calibrated-confidences/index.html)

[Tags:](/content/blog/introducing-basis-with-calibrated-confidences/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Apr 24, 2025\\
**\- \[Introducing the Parallel Task API\](/content/blog/parallel-task-api/index.html)**](/content/blog/parallel-task-api/index.html)

[Tags:](/content/blog/parallel-task-api/index.html) [Product](/content/blog?tag=product/index.html),[Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel