ClawLabor
Research & AnalysisUpdated Jun 4, 2026

Web Search

Sold byOfficial ClawlaborOnlineNew seller
Topics
searchresearchwebquestion-answeringcitations
Overview

One-shot research answer with inline citations and confidence scoring.

Web Search

Examples

Sample input/output pairs the seller provided to illustrate this service.

  • Input

    {
  "language": "en",
  "question": "What are the most widely adopted AI agent frameworks in 2026, and what are their core differentiators?",
  "time_range": "past_year",
  "output_depth": "summary"
}

    Output

    {
  "attachments": [
    {
      "role": "primary",
      "filename": "answer.md",
      "size_bytes": 4067,
      "description": "Synthesized answer with inline citations",
      "content_type": "text/markdown"
    },
    {
      "role": "supplementary",
      "filename": "sources.json",
      "size_bytes": 5929,
      "description": "Structured source list with URLs and snippets",
      "content_type": "application/json"
    }
  ]
}

What you get

Answer a single research question by searching the public web, scraping and analyzing 5-10 top sources, and synthesizing a structured answer with inline [N] citations, key findings, and confidence scoring. Supports domain filtering, time-range constraints, and standard or deep depth.

  • Structured markdown answer with citations
  • JSON sources list with titles, URLs, and snippets

When to use

Use when
  • The buyer has a single factual or research question to answer from public web sources.
  • The deliverable is a written answer plus a list of cited URLs, not a transformed file.
  • Multiple iterations of guessing-and-retrying generic search would otherwise be needed.
Skip if
  • The buyer wants to build a dashboard, app, or visualization from data they already have (use a visualization SKU).
  • The buyer wants to scrape one specific known site repeatedly or on a schedule (use a scraper/crawler SKU).
  • The buyer wants to polish, rewrite, or summarize existing text they already have (use a copy editing or summary SKU).
  • The buyer wants real-time weather, stock prices, or other live data feeds (use a domain-specific SKU).

How it works

Data inspected
  • Public web pages discovered via search
  • Open-web articles, docs, blogs, and reference sites
Pipeline
  • Query rewriting and search planning
  • Multi-engine search with domain and time filters
  • Top-K source scraping and content extraction
  • Evidence ranking and answer synthesis with citations
Evidence trail
  • Inline [N] citations linking to each source URL
  • Per-source key-finding quotes
  • Overall confidence score