Blog posts tagged "engineering" | Parallel | Parallel Web Systems | Infrastructure for intelligence on the web

## [How we enrich & triage inbound leads using the Parallel Task API](https://parallel.ai/blog/enrich-triage-inbound-leads-parallel-task-api)

Tags:Engineering

Reading time: 5 min

By Khushi Shelat

June 4, 2026

How we enrich & triage inbound leads using the Parallel Task API

## Latest Posts69

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How AirOps creates citation-worthy content at scale, powered by Parallel

- [How AirOps creates citation-worthy content at scale, powered by Parallel](https://parallel.ai/blog/case-study-airops)

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Introducing Index by Parallel

- [Introducing Index by Parallel](https://parallel.ai/blog/introducing-index-by-parallel)

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Parallel Monitor API: New processor tiers, snapshots and event streams, and Basis on every event

- [Parallel Monitor API: New processor tiers, snapshots and event streams, and Basis on every event](https://parallel.ai/blog/monitor-api)

Reading time: 7 min

How we built parallelmpp.dev

- [How we built parallelmpp.dev](https://parallel.ai/blog/parallel-mpp-dev)

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Actively + Parallel

- [How Actively's Per Account Agents use Parallel to turn the entire web into a proactive sales intelligence layer](https://parallel.ai/blog/case-study-actively)

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Parallel Raises at $2 Billion Valuation to Scale Web Infrastructure for Agents

- [Parallel Raises at $2 Billion Valuation to Scale Web Infrastructure for Agents](https://parallel.ai/blog/series-b)

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Fully Free CLI with Pi, Ollama, Gemma 4, Parallel

- [Building a free CLI agent with Pi, Ollama, Gemma 4, and Parallel](https://parallel.ai/blog/free-CLI-agent)

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Parallel Search is now free via MCP

- [Parallel Search is now free for agents via MCP](https://parallel.ai/blog/free-web-search-mcp)

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Search & Extract Benchmarks

- [Upgrades to the Parallel Search & Extract APIs](https://parallel.ai/blog/parallel-search-api)

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How Finch is scaling plaintiff law with AI agents that research like associates

- [How Finch is scaling plaintiff law with AI agents that research like associates](https://parallel.ai/blog/case-study-finch)

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Genpact and Parallel Web Systems Partner to Drive Tangible Efficiency from AI Systems

- [Genpact and Parallel Web Systems Partner to Drive Tangible Efficiency from AI Systems](https://parallel.ai/blog/genpact-parallel-partnership)

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Genpact & Parallel

- [How Genpact helps top US insurers cut contents claims processing times in half with Parallel ](https://parallel.ai/blog/case-study-genpact)

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DeepSearchQA: Parallel Task API benchmarks deepresearch

- [A new deep research frontier on DeepSearchQA with the Task API Harness](https://parallel.ai/blog/deep-research)

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How Modal saves tens of thousands annually by building in-house GTM pipelines with Parallel

- [How Modal saves tens of thousands annually by building in-house GTM pipelines with Parallel](https://parallel.ai/blog/case-study-modal)

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Opendoor and Parallel Case Study

- [How Opendoor uses Parallel as the enterprise grade web research layer powering its AI-native real estate operations](https://parallel.ai/blog/case-study-opendoor)

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Introducing stateful web research agents with multi-turn conversations

- [Introducing stateful web research agents with multi-turn conversations](https://parallel.ai/blog/task-api-interactions)

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Parallel is now live on Tempo via the Machine Payments Protocol (MPP)

- [Parallel is live on Tempo, now available natively to agents with the Machine Payments Protocol](https://parallel.ai/blog/tempo-stripe-mpp)

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Kepler | Parallel Case Study

- [How Parallel helped Kepler build AI that finance professionals can actually trust](https://parallel.ai/blog/case-study-kepler)

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Introducing the Parallel CLI

- [Introducing the Parallel CLI](https://parallel.ai/blog/parallel-cli)

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Profound + Parallel Web Systems

- [How Profound helps brands win AI Search with high-quality web research and content creation powered by Parallel](https://parallel.ai/blog/case-study-profound)

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How Harvey is expanding legal AI internationally with Parallel

- [How Harvey is expanding legal AI internationally with Parallel](https://parallel.ai/blog/case-study-harvey)

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Tabstack + Parallel Case Study

- [How Tabstack by Mozilla enables agents to navigate the web with Parallel’s best-in-class web search](https://parallel.ai/blog/case-study-tabstack)

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Parallel | Vercel

- [Parallel Web Tools and Agents now available across Vercel AI Gateway, AI SDK, and Marketplace](https://parallel.ai/blog/vercel)

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Product release: Authenticated page access for the Parallel Task API

- [Authenticated page access for the Parallel Task API](https://parallel.ai/blog/authenticated-page-access)

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Introducing structured outputs for the Monitor API

- [Introducing structured outputs for the Monitor API](https://parallel.ai/blog/structured-outputs-monitor)

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Product release: Research Models with Basis for the Parallel Chat API

- [Introducing research models with Basis for the Parallel Chat API](https://parallel.ai/blog/research-models-chat)

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Parallel + Cerebras

- [Build a real-time fact checker with Parallel and Cerebras](https://parallel.ai/blog/cerebras-fact-checker)

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DeepSearch QA: Task API

- [Parallel Task API achieves state-of-the-art accuracy on DeepSearchQA](https://parallel.ai/blog/deepsearch-qa)

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Product release: Granular Basis

- [Introducing Granular Basis for the Task API](https://parallel.ai/blog/granular-basis-task-api)

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How Amp’s coding agents build better software with Parallel Search

- [How Amp’s coding agents build better software with Parallel Search](https://parallel.ai/blog/case-study-amp)

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Latency improvements on the Parallel Task API

- [Latency improvements on the Parallel Task API ](https://parallel.ai/blog/task-api-latency)

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Product release: Extract

- [Introducing Parallel Extract](https://parallel.ai/blog/introducing-parallel-extract)

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FindAll API - Product Release

- [Introducing Parallel FindAll](https://parallel.ai/blog/introducing-findall-api)

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Product release: Monitor API

- [Introducing Parallel Monitor](https://parallel.ai/blog/monitor-api-beta)

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Parallel raises $100M Series A to build web infrastructure for agents

- [Parallel raises $100M Series A to build web infrastructure for agents](https://parallel.ai/blog/series-a)

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How Macroscope reduced code review false positives with Parallel

- [How Macroscope reduced code review false positives with Parallel](https://parallel.ai/blog/case-study-macroscope)

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Product release - Parallel Search API

- [Introducing Parallel Search](https://parallel.ai/blog/parallel-search-api-beta)

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Benchmarks: SealQA: Task API

- [Parallel processors set new price-performance standard on SealQA benchmark](https://parallel.ai/blog/benchmarks-task-api-sealqa)

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Introducing LLMTEXT, an open source toolkit for the llms.txt standard

- [Introducing LLMTEXT, an open source toolkit for the llms.txt standard](https://parallel.ai/blog/LLMTEXT-for-llmstxt)

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Starbridge + Parallel

- [How Starbridge powers public sector GTM with state-of-the-art web research](https://parallel.ai/blog/case-study-starbridge)

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Building a market research platform with Parallel Deep Research

- [Building a market research platform with Parallel Deep Research](https://parallel.ai/blog/cookbook-market-research-platform-with-parallel)

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How Lindy brings state-of-the-art web research to automation flows

- [How Lindy brings state-of-the-art web research to automation flows](https://parallel.ai/blog/case-study-lindy)

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Introducing the Parallel Task MCP Server

- [Introducing the Parallel Task MCP Server](https://parallel.ai/blog/parallel-task-mcp-server)

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Introducing the Core2x Processor for improved compute control on the Task API

- [Introducing the Core2x Processor for improved compute control on the Task API](https://parallel.ai/blog/core2x-processor)

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How Day AI merges private and public data for business intelligence

- [How Day AI merges private and public data for business intelligence](https://parallel.ai/blog/case-study-day-ai)

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Full Basis framework for all Task API Processors

- [Full Basis framework for all Task API Processors](https://parallel.ai/blog/full-basis-framework-for-task-api)

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Building a real-time streaming task manager with Parallel

- [Building a real-time streaming task manager with Parallel](https://parallel.ai/blog/cookbook-sse-task-manager-with-parallel)

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How Gumloop built a new AI automation framework with web intelligence as a core node

- [How Gumloop built a new AI automation framework with web intelligence as a core node](https://parallel.ai/blog/case-study-gumloop)

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Introducing the TypeScript SDK

- [Introducing the TypeScript SDK](https://parallel.ai/blog/typescript-sdk)

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Building a serverless competitive intelligence platform with MCP + Task API

- [Building a serverless competitive intelligence platform with MCP + Task API](https://parallel.ai/blog/cookbook-competitor-research-with-reddit-mcp)

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Introducing Parallel Deep Research reports

- [Introducing Parallel Deep Research reports](https://parallel.ai/blog/deep-research-reports)

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BrowseComp / DeepResearch: Task API

- [A new pareto-frontier for Deep Research price-performance](https://parallel.ai/blog/deep-research-benchmarks)

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Building a Full-Stack Search Agent with Parallel and Cerebras

- [Building a Full-Stack Search Agent with Parallel and Cerebras](https://parallel.ai/blog/cookbook-search-agent)

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Webhooks for the Parallel Task API

- [Webhooks for the Parallel Task API](https://parallel.ai/blog/webhooks)

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Introducing Parallel: Web Search Infrastructure for AIs

- [Introducing Parallel: Web Search Infrastructure for AIs ](https://parallel.ai/blog/introducing-parallel)

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Introducing SSE for Task Runs

- [Introducing SSE for Task Runs](https://parallel.ai/blog/sse-for-tasks)

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A new line of advanced Processors: Ultra2x, Ultra4x, and Ultra8x

- [A new line of advanced Processors: Ultra2x, Ultra4x, and Ultra8x ](https://parallel.ai/blog/new-advanced-processors)

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Introducing Auto Mode for the Parallel Task API

- [Introducing Auto Mode for the Parallel Task API](https://parallel.ai/blog/task-api-auto-mode)

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A linear dithering of a search interface for agents

- [A state-of-the-art search API purpose-built for agents](https://parallel.ai/blog/search-api-benchmark)

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Parallel Search MCP Server in Devin

- [Parallel Search MCP Server in Devin](https://parallel.ai/blog/parallel-search-mcp-in-devin)

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Introducing Tool Calling via MCP Servers

- [Introducing Tool Calling via MCP Servers](https://parallel.ai/blog/mcp-tool-calling)

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Introducing the Parallel Search MCP Server

- [Introducing the Parallel Search MCP Server ](https://parallel.ai/blog/search-mcp-server)

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Starting today, Source Policy is available for both the Parallel Task API and Search API - giving you granular control over which sources your AI agents access and how results are prioritized.

- [Introducing Source Policy](https://parallel.ai/blog/source-policy)

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The Parallel Task Group API

- [The Parallel Task Group API](https://parallel.ai/blog/task-group-api)

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State of the Art Deep Research APIs

- [State of the Art Deep Research APIs](https://parallel.ai/blog/deep-research-browsecomp)

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Introducing the Parallel Search API

- [Parallel Search API is now available in alpha](https://parallel.ai/blog/search-api-alpha)

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Introducing the Parallel Chat API - a low latency web research API for web based LLM completions. The Parallel Chat API returns completions in text and structured JSON format, and is OpenAI Chat Completions compatible.

- [Introducing the Parallel Chat API ](https://parallel.ai/blog/chat-api)

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Parallel Web Systems introduces Basis with calibrated confidences - a new verification framework for AI web research and search API outputs that sets a new industry standard for transparent and reliable deep research.

- [Introducing Basis with Calibrated Confidences ](https://parallel.ai/blog/introducing-basis-with-calibrated-confidences)

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The Parallel Task API is a state-of-the-art system for automated web research that delivers the highest accuracy at every price point.

- [Introducing the Parallel Task API](https://parallel.ai/blog/parallel-task-api)

Reading time: 4 min

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