PRODUCT / KNOWLEDGE ARCHITECTURE

Rebuild your knowledge base
from the page up.

PageVero combines AI webpage extraction with a structured knowledge system. Pages become typed, traceable knowledge before indexing—giving semantic search and RAG retrieval better material to work with.

Extract meaning before you store text.

Most knowledge pipelines clean a document, split it into chunks, and hope similarity search finds the right fragment. PageVero adds a semantic extraction layer first.

01 / WEBPAGE EXTRACTOR

Read the complete page

Capture article content, full-page structure, links, images, metadata, and clean Markdown directly from the browser.

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02 / KNOWLEDGE UNITS

Facts and opinions separated

Transform long-form content into compact, typed knowledge units instead of undifferentiated text fragments.

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03 / EVIDENCE

Every claim stays traceable

Preserve source evidence and page context so compressed knowledge can still be checked and trusted.

A knowledge structure built for retrieval.

PageVero's retrieval architecture organizes meaning, source relationships, and knowledge types before search. The result is denser context and fewer low-value fragments competing for attention.

04 / STRUCTURE

Beyond arbitrary chunks

Organize facts, opinions, evidence, and source context as meaningful units with explicit relationships.

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05 / RETRIEVAL

Higher-signal recall

Use a purpose-built retrieval algorithm to surface focused knowledge for natural-language questions.

06 / GROUNDED CHAT

Answers from your sources

Ask, compare, and synthesize with focused context retrieved from your structured knowledge base.

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Why page-level extraction changes RAG.

Knowledge pipelineChunk-first workflowPageVero
Before indexingClean text and split by lengthIdentify facts, opinions, evidence, and page meaning
Stored contextSimilar-sized text fragmentsTyped knowledge units linked to their source
Retrieval goalFind nearby textRecall the most useful knowledge

KNOWLEDGE BEYOND CHUNKS

Better retrieval starts
before embedding.

Extract high-signal knowledge from your next webpage.

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