InkReaders
Thinking Partner
What you get

Features built for real enterprise needs

Everything you need to transform scattered documents into structured, secure, queryable knowledge — from ingestion to answers.

Structured Knowledge Ingestion

Documents are automatically organized into notebooks, pages, and notes — a navigable hierarchy that scales with your organization.

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AI-Powered Q&A

Ask questions in plain language. Get precise answers grounded in your documents, with full citations to the source — notebook, page, and section.

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Permission-Aware Responses

Every answer respects your access policies. Sensitive documents are only visible to authorized users — always, without exception.

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Public Knowledge Publishing

Publish selected notebooks as docs-style sites with SEO controls, deep-linking, and shareable URLs.

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Multi-Format Import

Ingest PDFs, Word docs, Markdown, and plain text. The pipeline extracts, structures, and indexes everything automatically.

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Semantic Search

Find anything across all ingested documents. Semantic search understands meaning, not just keywords.

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Content Engine Pipeline

A multi-stage ingestion pipeline with confidence scoring, AI enhancement, and structured notebook generation — fully observable.

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Confidence & Trust Scoring

Every note gets a trust score and coherence score. Flagged content is preserved separately — nothing is silently discarded.

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Why InkReaders?
Turn documents into queryable knowledge in minutes
Source-cited answers — no hallucinations
Role-based access ensures data boundaries
Publish selected content with SEO controls
Multi-format import: PDF, Word, Markdown, text
Full pipeline observability with confidence scores
Read the docs for these features