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

March 10, 2026

# \\# Introducing the Parallel CLI

Today we're releasing Parallel CLI, a standalone command-line tool that gives any terminal-based agent direct access to Parallel's web intelligence stack. One install, one login, and your agent can search the web, pull clean content from any URL, run multi-source deep research, and enrich structured datasets, all from the command line.

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

Reading time: 3 min

[Agent Skills](https://github.com/parallel-web/parallel-web-tools)

## \\#\# Why a CLI?

The most capable autonomous agents today operate in the terminal, from OpenClaw and Claude Code to custom pipelines built on tool-use frameworks. They reason, write code, execute commands, and iterate. When these agents need web data, they shouldn't have to drop into an SDK or construct HTTP requests. They should run a command.

Parallel CLI is built to be intuitive to agents. Every command accepts _\_--json \__ for structured output that agents can parse directly. Every long-running operation supports _\_--no-wait\__ for async execution with separate status polling. And every command works non-interactively, so agents can compose Parallel’s products together into multi-step pipelines without human intervention.

We developed the CLI alongside [Parallel Agent Skills](https://github.com/parallel-web/parallel-agent-skills)[\[Parallel Agent Skills\](https://github.com/parallel-web/parallel-agent-skills)](https://github.com/parallel-web/parallel-agent-skills), a set of structured skill definitions that teach agents when and how to use each command. Together, the CLI and Agent Skills give your agent a complete, self-contained web intelligence toolkit for finding anything on the web.

## \\#\# Install in one line

````
1

curl -fsSL https://parallel.ai/install.sh | bash``` curl -fsSL https://parallel.ai/install.sh | bash
```
````

## \\#\# What your agent can do

**\*\*Search the web in natural language\*\***

Parallel Search lets agents declare what they need instead of constructing keyword queries. Results come back as ranked URLs with compressed, token-efficient excerpts, optimized for LLM context windows.

````
1

parallel-cli search "Series B AI infrastructure companies founded after 2022" --json``` parallel-cli search "Series B AI infrastructure companies founded after 2022" --json
```
````

Every result includes dense, query-relevant excerpts. No raw HTML. No ads. No SEO noise.

**\*\*\*\***

**\*\*Extract clean content from any URL\*\***

The Extract command converts any public URL into focused, AI-ready markdown. It handles JavaScript-rendered pages, CAPTCHAs, and PDFs automatically.

````
1

parallel-cli extract https://www.tryprofound.com/pricing --objective "Find plan tiers and plan costs" --json``` parallel-cli extract https://www.tryprofound.com/pricing --objective "Find plan tiers and plan costs" --json
```
````

This pairs naturally with Search. An agent can find the right pages with search, then pull exactly what it needs with _\_Extract\__.

**\*\*\*\***

**\*\*Run deep research on complex questions\*\***

For questions that require synthesizing multiple sources, the Research command handles the entire workflow: searching, reading, cross-referencing, and producing cited reports.

````
1

parallel-cli research run "Comprehensive analysis of US-Canada Uranium supply chains" --no-wait --json``` parallel-cli research run "Comprehensive analysis of US-Canada Uranium supply chains" --no-wait --json
```
````

Research outputs include citations, reasoning traces, and calibrated confidence scores through Parallel's Basis framework. Processor tiers range from _\_lite \__(quick lookups, seconds) to _\_ultra\__ (deep multi-source synthesis, up to 25 minutes).

**\*\*Enrich structured data at scale\*\***

The Enrich command takes a CSV or JSON file and adds web-sourced fields to every row. Describe what you need in plain language, and Parallel handles the research for each record.

````
1
2
3
4

parallel-cli enrich run \
    --data '[{"company": "Anthropic"}, {"company": "Mistral"}, {"company": "Cohere"}]' \
    --target output.csv \
    --intent "Find headquarters location and employee count"``` parallel-cli enrich run \
    --data '[{"company": "Anthropic"}, {"company": "Mistral"}, {"company": "Cohere"}]' \
    --target output.csv \
    --intent "Find headquarters location and employee count"
```
````

Enrichment scales from two-field lookups on the lite processor to 20+ field deep research on ultra. Pricing is per row, not per field, so adding more output columns doesn't change the cost.

## \\#\# Get started

Install the CLI, grab an API key from [platform.parallel.ai](https://platform.parallel.ai/)[\[platform.parallel.ai\](https://platform.parallel.ai)](https://platform.parallel.ai/), and run your first search:

````
1
2
3

curl -fsSL https://parallel.ai/install.sh | bash
export PARALLEL_API_KEY="your_api_key"
parallel-cli search "your first query" --json``` curl -fsSL https://parallel.ai/install.sh | bash
export PARALLEL_API_KEY="your_api_key"
parallel-cli search "your first query" --json
```
````

For structured agent integration, check out [Agent Skills](https://github.com/parallel-web/parallel-agent-skills)[\[Agent Skills\](https://github.com/parallel-web/parallel-agent-skills)](https://github.com/parallel-web/parallel-agent-skills) for pre-built skill definitions that teach agents how to use each command effectively.

Full documentation is at [docs.parallel.ai](https://docs.parallel.ai/integrations/cli)[\[docs.parallel.ai\](https://docs.parallel.ai/integrations/cli)](https://docs.parallel.ai/integrations/cli). The CLI source is open on [GitHub](https://github.com/parallel-web/parallel-web-tools)[\[GitHub\](https://github.com/parallel-web/parallel-web-tools)](https://github.com/parallel-web/parallel-web-tools).

## \\#\# 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

March 10, 2026

### \\#\# 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 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

[Jun 10, 2025\\
**\- \[Parallel Search API is now available in alpha\](/content/blog/search-api-alpha/index.html)**](/content/blog/search-api-alpha/index.html)

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