Articles
Explore practical guides to agents, research, retrieval and monitoring. Find the concepts and working methods that help you turn a question into a useful result.
Choose a useful reading path
Start with a concept guide if the terminology is new. Move to a workflow article when you have a specific task, then use the relevant workspace surface with a small input you can verify.
Turn an idea into a useful task
Pick one question and one source you know well. Decide what a good result should contain, try the workflow, and inspect its evidence before widening the scope. For comparisons, record the conditions under which each result was measured.
A practical starting point
Research with traceable evidence. These steps describe the GoCux workflow and its permission boundaries.
- Define a research question, the project it belongs to, and the sources that may support the answer. Separate a factual question from the action you might take after reading the result.
- Review the proposed research plan before approving execution. Keep the approved scope stable; a different question deserves a revised plan rather than silent expansion.
- Read each finding alongside its citation and source excerpt. Treat missing evidence as an unresolved question, and keep the final report distinct from any subsequent external action.
What to verify
A useful report connects its conclusions to sources and makes unresolved questions visible. A fluent paragraph alone does not establish that a research task succeeded.
Start reading
128 resources
- Articles
Parallel: 13 AI agent ideas organized by what they actually need to work
Parallel’s “13 AI agent ideas organized by what they actually need to work”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: AI agent architecture: patterns, components, and how to build for web access
Parallel’s “AI agent architecture: patterns, components, and how to build for web access”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: AI chatbot API guide: how to build chatbots that answer from the live web
Parallel’s “AI chatbot API guide: how to build chatbots that answer from the live web”, with practical steps for applying the topic in GoCux.
chat - Articles
Parallel: AI data extraction: how to extract structured data from websites at scale
Parallel’s “AI data extraction: how to extract structured data from websites at scale”, with practical steps for applying the topic in GoCux.
knowledge - Articles
Parallel: AI sourcing: how to find acquisition targets programmatically
Parallel’s “AI sourcing: how to find acquisition targets programmatically”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Apify vs. Parallel: a scraper marketplace against a retrieval API
Parallel’s “Apify vs. Parallel: a scraper marketplace against a retrieval API”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Article extraction API: a developer's guide to structured web data
Parallel’s “Article extraction API: a developer's guide to structured web data”, with practical steps for applying the topic in GoCux.
knowledge - Articles
Parallel: Best AI search for agents: 6 web search APIs benchmarked on BrowseComp (2026)
Parallel’s “Best AI search for agents: 6 web search APIs benchmarked on BrowseComp (2026)”, with practical steps for applying the topic in GoCux.
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Parallel: Best APIs for building an autonomous AI research agent
Parallel’s “Best APIs for building an autonomous AI research agent”, with practical steps for applying the topic in GoCux.
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Parallel: Best deep research APIs for enterprise AI applications in 2026
Parallel’s “Best deep research APIs for enterprise AI applications in 2026”, with practical steps for applying the topic in GoCux.
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Parallel: Best deep research APIs in 2026: a benchmark report
Parallel’s “Best deep research APIs in 2026: a benchmark report”, with practical steps for applying the topic in GoCux.
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Parallel: Best fast search APIs in 2026: a guide to 5 AI-native search tools
Parallel’s “Best fast search APIs in 2026: a guide to 5 AI-native search tools”, with practical steps for applying the topic in GoCux.
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Parallel: Best web data APIs for AI-powered sales tools
Parallel’s “Best web data APIs for AI-powered sales tools”, with practical steps for applying the topic in GoCux.
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Parallel: Bing API alternatives: top solutions for 2026
Parallel’s “Bing API alternatives: top solutions for 2026”, with practical steps for applying the topic in GoCux.
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Parallel: Brave Search API vs. Parallel: independent index or agent-native retrieval?
Parallel’s “Brave Search API vs. Parallel: independent index or agent-native retrieval?”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Bright Data SERP API vs. Parallel: unblocking infrastructure or retrieval infrastructure?
Parallel’s “Bright Data SERP API vs. Parallel: unblocking infrastructure or retrieval infrastructure?”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Chatbot API guide: how to build a web search chatbot that cites its sources
Parallel’s “Chatbot API guide: how to build a web search chatbot that cites its sources”, with practical steps for applying the topic in GoCux.
chat - Articles
Parallel: Claude Code vs Cursor: how to choose your AI coding tool in 2026
Parallel’s “Claude Code vs Cursor: how to choose your AI coding tool in 2026”, with practical steps for applying the topic in GoCux.
cli - Articles
Parallel: Claude Cowork vs Claude Code: which agentic tool to use and when
Parallel’s “Claude Cowork vs Claude Code: which agentic tool to use and when”, with practical steps for applying the topic in GoCux.
cli - Articles
Parallel: Claude's web search tool vs. Parallel: built-in convenience against a dedicated search API
Parallel’s “Claude's web search tool vs. Parallel: built-in convenience against a dedicated search API”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Crawl4AI vs. Parallel: self-host the crawler, or buy the retrieval?
Parallel’s “Crawl4AI vs. Parallel: self-host the crawler, or buy the retrieval?”, with practical steps for applying the topic in GoCux.
knowledge - Articles
Parallel: Data enrichment API: how to choose, implement, and scale company intelligence
Parallel’s “Data enrichment API: how to choose, implement, and scale company intelligence”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Data enrichment tools are broken: here's how to build a company database that isn't
Parallel’s “Data enrichment tools are broken: here's how to build a company database that isn't”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: DataForSEO vs. Parallel: the cheapest SERP data against agent-ready context
Parallel’s “DataForSEO vs. Parallel: the cheapest SERP data against agent-ready context”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Does Pi support MCP? The best MCP servers for Pi in 2026
Parallel’s “Does Pi support MCP? The best MCP servers for Pi in 2026”, with practical steps for applying the topic in GoCux.
cli - Articles
Parallel: Exa Websets vs. Parallel FindAll API: A comprehensive comparison
Parallel’s “Exa Websets vs. Parallel FindAll API: A comprehensive comparison”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: Firecrawl vs. Parallel: scraping platform or search platform?
Parallel’s “Firecrawl vs. Parallel: scraping platform or search platform?”, with practical steps for applying the topic in GoCux.
knowledge - Articles
Parallel: Gemini CLI vs Claude Code: which terminal coding agent should you use?
Parallel’s “Gemini CLI vs Claude Code: which terminal coding agent should you use?”, with practical steps for applying the topic in GoCux.
cli - Articles
Parallel: Gemini's Google Search grounding vs. Parallel: the best index, with strings attached
Parallel’s “Gemini's Google Search grounding vs. Parallel: the best index, with strings attached”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How investment firms use AI APIs for deal sourcing and research
Parallel’s “How investment firms use AI APIs for deal sourcing and research”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to add web search to a local AI agent (Ollama, LM Studio, Pi, and Goose)
Parallel’s “How to add web search to a local AI agent (Ollama, LM Studio, Pi, and Goose)”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to add web search to your LangChain agent
Parallel’s “How to add web search to your LangChain agent”, with practical steps for applying the topic in GoCux.
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Parallel: How to automate competitive intelligence with APIs and AI agents
Parallel’s “How to automate competitive intelligence with APIs and AI agents”, with practical steps for applying the topic in GoCux.
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Parallel: How to automate competitor analysis with AI agents
Parallel’s “How to automate competitor analysis with AI agents”, with practical steps for applying the topic in GoCux.
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Parallel: How to automate funding round and M&A tracking with APIs
Parallel’s “How to automate funding round and M&A tracking with APIs”, with practical steps for applying the topic in GoCux.
monitor - Articles
Parallel: How to automate market mapping with AI: a developer's guide to competitive landscape analysis
Parallel’s “How to automate market mapping with AI: a developer's guide to competitive landscape analysis”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to automate market research reports using AI
Parallel’s “How to automate market research reports using AI”, with practical steps for applying the topic in GoCux.
artifact - Articles
Parallel: How to automate prospecting with AI search and research APIs
Parallel’s “How to automate prospecting with AI search and research APIs”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to automate regulatory change monitoring with APIs
Parallel’s “How to automate regulatory change monitoring with APIs”, with practical steps for applying the topic in GoCux.
monitor - Articles
Parallel: How to benchmark web search APIs on your own queries
Parallel’s “How to benchmark web search APIs on your own queries”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to build a conversational AI assistant with real-time web access
Parallel’s “How to build a conversational AI assistant with real-time web access”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to build a RAG pipeline with live web data
Parallel’s “How to build a RAG pipeline with live web data”, with practical steps for applying the topic in GoCux.
knowledge - Articles
Parallel: How to build a RAG pipeline with web search instead of vector databases
Parallel’s “How to build a RAG pipeline with web search instead of vector databases”, with practical steps for applying the topic in GoCux.
knowledge - Articles
Parallel: How to build AI-powered market intelligence tools with APIs
Parallel’s “How to build AI-powered market intelligence tools with APIs”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to build an AI agent that can research, monitor, and extract data from the web
Parallel’s “How to build an AI agent that can research, monitor, and extract data from the web”, with practical steps for applying the topic in GoCux.
monitor - Articles
Parallel: How to build an AI lead generation pipeline using live web data
Parallel’s “How to build an AI lead generation pipeline using live web data”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to build an AI research agent that actually works
Parallel’s “How to build an AI research agent that actually works”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to build an AI research assistant that can search the web
Parallel’s “How to build an AI research assistant that can search the web”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to build an AI-powered competitive intelligence platform with APIs
Parallel’s “How to build an AI-powered competitive intelligence platform with APIs”, with practical steps for applying the topic in GoCux.
research - Articles
Parallel: How to build an automated due diligence research pipeline
Parallel’s “How to build an automated due diligence research pipeline”, with practical steps for applying the topic in GoCux.
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