AI Transparency

Last updated: 2026-06-03

1. What Noosaga Is

Noosaga is an educational atlas. It uses AI as an engine to help draft, route, summarize, classify, and organize knowledge, but the product is the map: fields, frameworks, concepts, roadmaps, and source trails. Treat Noosaga as an orientation layer, not as a final authority.

2. Where AI Is Used

Atlas maps and articles

Framework timelines, relationship maps, concept maps, educational articles, and quiz questions may be drafted with AI and then improved through source checks, deterministic validation, and correction workflows.

Pathfinder and saved roadmaps

A user question or study goal is routed through the atlas and an AI-assisted map or saved roadmap is generated. The result is automated unless a person later edits or reviews it.

PaperGuide, Draft Review, and Document Classifier

Pasted or uploaded text is processed through AI systems to classify the document, build a reading guide, or produce critique. These features are logged-in beta tools and outputs are not human-reviewed before display.

Literature Survey and Genealogy

Noosaga uses AI to route questions, organize scholarly metadata and abstracts, and write source-aware educational surveys or idea genealogies. These are starting maps, not exhaustive reviews.

Atlas Review

AI reviewer/editor agents may inspect atlas content and propose improvements. Human approval is required for the sensitive maintenance actions exposed through the review workflow.

Internal support and safety

AI or automated checks may help detect malformed output, unsafe requests, source gaps, duplicate content, or low-confidence results.

3. Automated vs. Human-Reviewed

  • Real-time outputs from Pathfinder, PaperGuide, Literature Survey, Document Classifier, Genealogy, and Draft Review are automated and are not reviewed by a person before you see them.
  • Atlas content can pass through automated validation, source lookup, reviewer-agent checks, and human correction paths. That improves quality but does not make the content infallible.
  • Human-approved or editorially controlled changes are still presented as atlas content, not as professional, medical, legal, financial, admissions, employment, or government advice.

4. Limits and Known Risks

AI-assisted output can be incomplete, outdated, biased toward well-documented traditions, or wrong. It can miss minority traditions, overstate consensus, invent weak labels, or route a question to an imperfect field. Use links, sources, and your own judgment. For important claims, check primary sources, current scholarship, and qualified experts.

5. Data and Provider Processing

When you use AI-assisted features, Noosaga may send your prompt, question, pasted document text, uploaded text, draft text, selected options, and relevant atlas context to configured AI providers through OpenRouter or other infrastructure providers. Some beta tools are ephemeral in Noosaga, meaning the submitted text and generated result are not saved as an application record in our database. Provider-side transit, security logging, and temporary processing can still occur. See the Privacy Policy for details.

6. User Responsibilities

  • Do not submit sensitive personal data, confidential third-party data, or material you do not have authority to process.
  • Do not use Noosaga outputs to make high-impact decisions about people, including education, employment, credit, health, housing, insurance, immigration, law enforcement, or access to essential services.
  • Do not present AI-assisted Noosaga output as human-authored, independently verified, or professionally certified unless you have performed that review yourself.

7. Contact

Questions about AI use or content review can be sent to axel@noosaga.com.