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Multi-Source Processing

Extract intelligence from any content

Articles, products, videos, podcasts, PDFs -- if it exists online, LinkLoom extracts every fact, quote, statistic, and relationship. Not summaries. Structured intelligence.

Start free All features
100+
Source types
50+
Languages
99.9%
Extraction accuracy
< 60s
Processing time
Why this matters for you

Your YouTube video becomes a blog post becomes a thread -- automatically.

  • ✓ One piece of source material fuels five channels
  • ✓ Each output is formatted for where it's being published
  • ✓ Stop losing hours to copy-paste repurposing
Why discovery matters
Extraction in action

See what the engine pulls out

Three source types. Three completely different extraction profiles. Same depth.

Panel A — YouTube Video
Input
youtube.com/watch?v=abc123
(38 min product demo)
Extracted
  • Full transcript (12,400 words)
  • 8 chapter markers
  • 14 key quotes
  • 3 product comparisons
  • Speaker identification
  • Embedded links
extraction complete
Panel B — Academic PDF
Input
research-paper.pdf
(24 pages)
Extracted
  • Abstract
  • Methodology
  • 9 statistical findings
  • 4 charts as data tables
  • 22 citations
  • Author credentials
  • Limitations section
extraction complete
Panel C — Product Page
Input
amazon.com/dp/B09XYZ
(wireless headphones)
Extracted
  • Product title
  • $149.99 price
  • 47 specifications
  • 4.3★ from 2,847 reviews
  • Pros/cons from review analysis
  • Comparison data vs 3 competitors
extraction complete
Supported sources

Drop in any of these and watch the magic happen

Articles & Blog Posts

News, blog posts, research papers, and documentation transformed into fresh perspectives.

E-Commerce Products

Amazon, Shopify, eBay, and product catalog URLs become comprehensive reviews and buying guides.

Video Content

YouTube, Vimeo, webinars, and online courses transcribed and rewritten as articles with key takeaways.

Podcasts & Audio

Podcast episodes, interviews, and lecture recordings become blog posts, show notes, and summaries.

Books & Publications

Generate reviews, summaries, and analysis from books, albums, magazines, and academic papers.

Image Galleries

Create narrative content and rich descriptions from photo collections and portfolios.

RSS & News Feeds

Aggregate and transform news from multiple feeds into curated, on-brand content.

Any Web Page

Process virtually any public web page to extract and repurpose valuable content.

Multi-source synthesis

Three sources converge into one article

LinkLoom doesn't just concatenate. It identifies what each source uniquely contributes and weaves them into a unified narrative.

Source 1

Industry report on AI adoption

Key stats + trends
Source 2

Expert interview podcast

Quotes + opinions
Source 3

Competitor's blog post on the topic

Their angle + gaps
Synthesized output

The Complete Guide to AI Adoption in 2025

1
Stats from Source 1 — "72% of enterprises have adopted at least one AI function" with full citation to the industry report
2
Expert perspective from Source 2 — direct quotes from the podcast interview with speaker attribution and timestamps
3
Gap analysis inspired by Source 3 — what the competitor covered and what they missed, turned into your unique angle
Processing speed

Speed by source type

Full extraction -- not just scraping -- measured from URL input to structured output ready.

Web article
2–5 sec
Product page
3–5 sec
PDF (20 pages)
8–12 sec
RSS feed (50 items)
10–15 sec
YouTube video (30 min)
15–20 sec
Podcast (60 min)
25–35 sec
Processing time (full extraction)
| Max bar = 35 seconds
Depth comparison

What basic scraping misses

Most tools give you text. LinkLoom gives you structured intelligence.

Basic scraping / summarization
What most tools return
Entities & relationships
Keyword list: "AI", "machine learning", "Google"
Statistical claims
"Studies show AI adoption is increasing"
Audio/video attribution
Raw transcript: "I think the market is shifting..."
Tables & charts
[Image: chart.png] (unreadable)
LinkLoom extraction
Structured intelligence output
Entities & relationships
"Google announced a $2B investment in ML infrastructure, partnering with DeepMind (acquired 2014) to expand their Gemini model family"
Statistical claims
"McKinsey Global Survey (2024, n=1,684): 72% of organizations adopted AI in at least one function, up from 55% in 2023"
Audio/video attribution
[Sarah Chen, CEO @ Meridian, 14:32]: "I think the market is shifting..." [responds to host question about Q3 outlook]
Tables & charts
Structured table: Revenue by segment — Enterprise $4.2B (+18%), SMB $1.1B (+31%), Consumer $890M (-4%)

Frequently asked questions

How does source detection work?
LinkLoom inspects the URL, content type headers, page structure, and embedded metadata to classify the source — article, product, video, podcast, gallery, etc. — then routes it to the appropriate extractor optimized for that format.
Does it work with paywalled content?
Public URLs work directly. For paywalled or login-gated sources, you can paste the raw text, upload a PDF/DOCX, or supply a transcript and LinkLoom will process it the same way.
How accurate is video and podcast transcription?
Built on best-in-class speech-to-text models with 99%+ accuracy on clear audio. Speaker diarization, timestamps, and chapter detection are included.
Can I process multiple sources at once?
Yes. Batch mode accepts up to 50 URLs per run on standard plans and unlimited on Business+. Each source is processed in parallel and results land in one workspace.
What languages are supported?
Source extraction and output generation support 50+ languages including English, Spanish, French, German, Portuguese, Italian, Dutch, Japanese, Korean, Chinese (Simplified & Traditional), Hindi, Arabic, and more.
Is there a file size limit?
Standard uploads support up to 100MB per file (PDF, DOCX, MP3, MP4). Business+ plans support up to 2GB and chunked processing for long videos and audiobooks.
Can I process sources in bulk?
Yes. Paste up to 50 URLs at once, upload a CSV of URLs, or connect an RSS feed for automatic processing. Each source is handled in parallel — results arrive as they complete, and you can monitor progress from the batch dashboard. Business+ plans support unlimited batch size.
How does LinkLoom handle conflicting information across multiple sources?
When multiple sources disagree on a fact, statistic, or claim, LinkLoom flags the conflict inline and presents each source's version side by side. You can choose which source to trust, let AI pick the most-cited version, or include both perspectives in the final output. The conflict resolution log is saved so you have a full audit trail of editorial decisions.

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