AI Summaries

AI Summaries are why LinkVolv exists. Every page you save is read for you, distilled into a few sentences plus a list of takeaways, so the link is useful even when you never open the original again.

What it does

• A short, scannable summary of the page in 2–3 sentences.
• A bulleted list of key points — the takeaways worth remembering.
• A set of suggested tags based on the page’s topic.

All three are attached to the Bookmark and become first-class search targets — keyword search hits all of them, and semantic search uses the summary to refine results.

The pipeline

When you save a link, LinkVolv runs a four-stage pipeline in the background:

• Crawl — Firecrawl fetches the page and extracts a clean, reader-friendly Markdown version.
• Chunk — the content is split into semantically coherent sections.
• Summarize — an LLM reads the chunks and produces the summary, key points, and tags.
• Embed — the content is embedded into a vector for semantic search.

What a summary looks like

{
  "summary": "A practical guide to choosing a vector index for production. The author benchmarks HNSW against IVF on a 10M-row dataset and recommends HNSW for read-heavy workloads where memory is not a constraint.",
  "keyPoints": [
    "HNSW is faster but uses more memory than IVF",
    "Recall above 95% requires careful tuning of M and efSearch",
    "pgvector hits a wall around 50M rows; consider Qdrant or Vespa",
    "Hybrid search (vector + BM25) outperforms pure vector for most queries"
  ],
  "tags": ["vector-search", "databases", "infra"],
  "model": "claude-haiku-4-5",
  "tokens": 1284
}

Controlling quality

Most pages summarize well out of the box. For tricky cases (very long pages, paywalled content, or pages with heavy code blocks) you have a few levers.

Manual regeneration

Open any Bookmark and choose Regenerate summary. LinkVolv re-crawls the page and produces a fresh summary. Useful when an article has been updated, or when the original summary missed an important point.

Fair use & quotas

• Free — 20 included AI calls. After that, summaries are skipped (the Bookmark still saves; you can upgrade to backfill).
• Pro — unlimited summaries under a fair-use threshold. We will reach out before throttling anyone.
• Lifetime Plus — unlimited for 24 months, then AI generation pauses while your existing library remains intact.