Recipe Updated 4 min read

AI Web Research with Citations

Use AI to search the web, gather information, and present findings with sources. A guide to AI-powered research workflows.

AI models have knowledge cutoff dates. They do not know what happened last week. But with web search tools, AI can find current information, evaluate sources, and present research with citations.

The Quick Recipe

“Search the web for ‘latest macOS security updates 2026’ and summarize the key changes with links to sources.”

Chapeta’s Web Search tool finds current results, the Web Fetch tool reads the pages, and the AI synthesizes the information with citations.

Research Workflows

Quick Fact-Check

“Search the web for the current price of OpenAI’s API for GPT and compare it to 6 months ago”

Product Research

“Search the web for reviews of the M4 MacBook Pro. Summarize pros and cons from at least 3 different sources.”

Competitive Analysis

“Search the web for ‘AI menu bar apps Mac 2026’. List all competitors mentioned, their pricing, and their key features.”

News Summary

“Search the web for AI news from this week. Summarize the top 5 developments with links.”

Deep Research with Fetch

The Web Search tool finds URLs. The Web Fetch tool reads full page content. Combining them enables deeper analysis:

“Search for ‘OpenRouter pricing changes’. Find the most relevant result, fetch the full page, and give me a detailed summary.”

This is more thorough than search-only because the AI reads the actual page content rather than just search snippets.

Multi-Source Analysis

“Search for ‘best practices for API key management’. Fetch the top 3 results and create a consolidated guide combining advice from all sources.”

Technical Documentation

“Search for ‘Astro.js content collections documentation’. Fetch the official docs page and explain how to set up a blog collection.”

Research + File Output

Save your research for later:

“Search the web for ‘Swift concurrency best practices 2026’. Fetch the top 3 results, synthesize the advice, and save a summary to ~/Documents/research/swift-concurrency.md”

Build a Research Document

“I’m researching AI pricing models. Search for ‘AI API pricing comparison 2026’, fetch relevant pages, and create a comprehensive comparison table. Save to ~/Documents/research/ai-pricing.md”

Tips for Better Research

Be Specific in Searches

“OpenRouter API pricing per token 2026” gives better results than “AI costs.”

Request Citations

Always ask for sources: “Include links to your sources.” This keeps the AI honest and gives you verification.

Verify Claims

AI can misinterpret web content. If a finding seems surprising, click the source link and verify. The citations make this easy.

Use Follow-Up Searches

“Based on what you found, now search for [specific detail from the first search]”

Multi-round research narrows down to the specific information you need.

Combining with Other Tools

Research + Clipboard

“Search for the latest release notes for [product in my clipboard]. Summarize the changes.”

Research + Code

“Search for documentation about [function/API in my code]. Fetch the docs and explain how to use it.”

Research + Summary

“Search for 3 different perspectives on [topic]. Create a balanced summary with all viewpoints represented.”

Limitations

Web search returns publicly available pages. Paywalled content, login-required pages, and private resources are not accessible. The search results depend on the search engine’s ranking, so niche topics may not surface the best results. Web Fetch works with most pages but may struggle with heavily JavaScript-rendered content. Always verify important claims against the original source links provided.

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