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Parallel Web Systems

@p0 • 19,134 subscribers

Infrastructure for intelligence on the web. Start here → https://t.co/0Enegj3L73

Shorts

Today, we’re announcing the general availability of the Parallel Monitor API. The web is shifting from pull to push, and agents are coming online. This release marks a major step towards a more proactive model, where the web pushes updates directly to your background agent. Monitor now includes: - Lite and Base processors - Event streams and snapshots - Rich attribution (Basis) on every event - Advanced domain filtering - Interactions for persistent follow-on research

Today, we’re announcing the general availability of the Parallel Monitor API. The web is shifting from pull to push, and agents are coming online. This release marks a major step towards a more proactive model, where the web pushes updates directly to your background agent. Monitor now includes: - Lite and Base processors - Event streams and snapshots - Rich attribution (Basis) on every event - Advanced domain filtering - Interactions for persistent follow-on research

115,526 views

Today, we're launching the Parallel Monitor API. Define a query once and receive ongoing updates whenever new related information appears on the web. It's like a web search that's always on, or a webhook for the entire web.

Today, we're launching the Parallel Monitor API. Define a query once and receive ongoing updates whenever new related information appears on the web. It's like a web search that's always on, or a webhook for the entire web.

469,051 views

The web’s next user isn’t human. AIs will soon use the internet far more than humans ever have. At Parallel, we are building for the web’s second user. Our API is the first to surpass humans and all leading AI models (including GPT-5) on deep web research tasks.

The web’s next user isn’t human. AIs will soon use the internet far more than humans ever have. At Parallel, we are building for the web’s second user. Our API is the first to surpass humans and all leading AI models (including GPT-5) on deep web research tasks.

670,254 views

AI code reviews with Macroscope use Parallel's Search and Task APIs to retrieve the latest docs and discussions from the web, reducing false positives that would otherwise occur as a result of LLMs with outdated knowledge. Read the case 👇

AI code reviews with Macroscope use Parallel's Search and Task APIs to retrieve the latest docs and discussions from the web, reducing false positives that would otherwise occur as a result of LLMs with outdated knowledge. Read the case 👇

19,653 views

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Today we're launching Index: a platform for content owners to understand how AI agents use their work, and earn revenue when they do. Our first partners include The Atlantic, FORTUNE, PR Newswire, PitchBook, ZoomInfo, Tracxn, RocketReach, enigma_data, Fiscal.ai, plus creators Alex Heath, Mario Gabriele 🦊 Azeem Azhar, Every 📧, and Packy McCormick.

Today we're launching Index: a platform for content owners to understand how AI agents use their work, and earn revenue when they do. Our first partners include The Atlantic, FORTUNE, PR Newswire, PitchBook, ZoomInfo, Tracxn, RocketReach, enigma_data, Fiscal.ai, plus creators Alex Heath, Mario Gabriele 🦊 Azeem Azhar, Every 📧, and Packy McCormick.

Parallel Web Systems

400,401 views • 16 days ago

Today, we’re launching the Parallel Search API, the most accurate web search for AI agents, built using our proprietary web index and retrieval infrastructure. Traditional search ranks URLs for humans to click. AI search needs something different: the right tokens in their context window. Parallel’s Search API is built from the ground up for AI agents, resulting in higher accuracy, lower costs, and lower latency for end-to-end agentic workflows.

Today, we’re launching the Parallel Search API, the most accurate web search for AI agents, built using our proprietary web index and retrieval infrastructure. Traditional search ranks URLs for humans to click. AI search needs something different: the right tokens in their context window. Parallel’s Search API is built from the ground up for AI agents, resulting in higher accuracy, lower costs, and lower latency for end-to-end agentic workflows.

Parallel Web Systems

669,403 views • 7 months ago

Introducing the Parallel FindAll API. Create an entire dataset with a single search query. For example: "Find all dental practices in Ohio with a 4+ star review on Google"

Introducing the Parallel FindAll API. Create an entire dataset with a single search query. For example: "Find all dental practices in Ohio with a 4+ star review on Google"

Parallel Web Systems

277,628 views • 6 months ago

Today, we're launching Parallel Extract, a new API in our Agent Tools bundle. When given a URL, Extract fetches all content from that page and returns it in markdown, either in full detail or in a compressed form for better token efficiency.

Today, we're launching Parallel Extract, a new API in our Agent Tools bundle. When given a URL, Extract fetches all content from that page and returns it in markdown, either in full detail or in a compressed form for better token efficiency.

Parallel Web Systems

160,200 views • 6 months ago

Today is the last day to see the Museum of the Human Web at 238 King Street in San Francisco. Open 9 am - 5 pm. Free admission and gift shop swag while supplies last.

Today is the last day to see the Museum of the Human Web at 238 King Street in San Francisco. Open 9 am - 5 pm. Free admission and gift shop swag while supplies last.

Parallel Web Systems

17,644 views • 19 days ago

Compensation in Index is calculated by estimating each source's Shapley value: its marginal contribution to an agent's answer at the moment of inference. Content that's uniquely valuable, hard to replace, or used in high-value agent work earns more.

Compensation in Index is calculated by estimating each source's Shapley value: its marginal contribution to an agent's answer at the moment of inference. Content that's uniquely valuable, hard to replace, or used in high-value agent work earns more.

Parallel Web Systems

14,385 views • 16 days ago

Parallel is now integrated with Zapier Use this integration to give any automation access to powerful structured web search, for example: - Slack bots that enrich leads - Inbound emails to trigger deep research reports - Market research agents Here's Kumar Saunack for a demo:

Parallel is now integrated with Zapier Use this integration to give any automation access to powerful structured web search, for example: - Slack bots that enrich leads - Inbound emails to trigger deep research reports - Market research agents Here's Kumar Saunack for a demo:

Parallel Web Systems

39,671 views • 6 months ago

Level up your n8n.io workflows with best-in-class web search. Here’s Khushi Shelat, our GTM Engineering lead, walking through Parallel’s n8n node and sharing some of the personal templates that help her stay organized using agentic web search.

Level up your n8n.io workflows with best-in-class web search. Here’s Khushi Shelat, our GTM Engineering lead, walking through Parallel’s n8n node and sharing some of the personal templates that help her stay organized using agentic web search.

Parallel Web Systems

25,887 views • 6 months ago

Parallel Search + Extract tools in the @Vercel AI SDK make it easier than ever to give AI agents, apps, and workflows access to the most accurate and token-efficient web context. Here's our very own Manvesh demoing a simple implementation of the tools in an AI project.

Parallel Search + Extract tools in the @Vercel AI SDK make it easier than ever to give AI agents, apps, and workflows access to the most accurate and token-efficient web context. Here's our very own Manvesh demoing a simple implementation of the tools in an AI project.

Parallel Web Systems

21,913 views • 6 months ago

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