AI Knowledge Consolidation Engine

Stop drowning in
repeated AI outputs.

Paste messy notes, multiple AI responses, or raw research. Confract merges everything into one clean, deduplicated master document — automatically.

Japan Trip 2025
↓ 3 messy inputs pasted over time
PASTE 1 — from notes app
tokyo, shibuya crossing
senso-ji temple
shibuya crossing (again)
ramen in shinjuku

PASTE 2 — from AI chat
visit fushimi inari kyoto
senso-ji asakusa ← same
nishiki market
hiroshima day trip

PASTE 3 — friend's suggestions
teamlab borderless
osaka street food
hiroshima ← covered
Shibuya Crossing Senso-ji Temple Shinjuku Ramen TeamLab Borderless NEW
Fushimi Inari Nishiki Market NEW
Street Food Tour NEW
Hiroshima
How it works

Four steps. One clean document.

No configuration. No templates to choose. Confract detects what you have and does the work.

01
Paste anything
Raw AI output, messy notes, a copied webpage, a watchlist scrawled in your notes app. Any format. Any length.
02
AI detects & structures
Confract reads your content, determines what type it is, and organizes it into clean sections — automatically, no mode to select.
03
Smart merge
If you've pasted similar content before, Confract detects the match and merges only the new information in. Nothing gets duplicated.
04
One master document
Keep pasting. Each input accumulates into a single, growing source of truth. Export as Markdown, JSON, or plain text.
Input A — Monday
Earth has an iron core
Surface is 71% water
1 moon in orbit
+
Confract
merges
Master Document
Earth has an iron core
Surface is 71% water
1 moon in orbit
+ Atmosphere: nitrogen/oxygen
covered: iron core ×2

Input B adds new facts. Existing facts are consolidated, not duplicated.

Features

Everything your knowledge needs

Built for people who generate too much content and need one place where it becomes useful.

🧠
Auto-detection No modes
Drop in a watchlist, research notes, game design docs, or code snippets. Confract reads the content and structures it correctly — you never select a template.
Consolidation Engine Core
Semantic duplicate detection beyond string matching. Finds overlapping meaning, not just identical text. Every overlap is logged in the Consolidation Log — nothing deleted silently.
🔀
Smart Merge Banner
When new content matches an existing document, Confract shows you what it detected and why — with one-tap confirm or override. You stay in control.
🕐
Version History Rollback
Every merge saves a snapshot first. Compare, revert, or restore any previous state. Nothing in your knowledge base is ever permanently lost.
↩️
Restore Anything
The Consolidation Log shows every item removed or merged. One tap restores it. If the AI got it wrong, you fix it instantly.
📤
Flexible Export
Copy your document as Markdown, JSON, or plain text. Paste into Notion, Obsidian, a README, a GitHub wiki, or anywhere else you work.
Use cases

Built for everyone who thinks in lists

🎬
Personal Organization
Watchlists, reading lists, travel plans, recipes. Paste your scattered notes and get clean, categorized documents with duplicates automatically removed.
📚
Researchers & Students
Drop in lecture notes, paper summaries, and AI explanations. Confract builds one clean study doc, flagging gaps and conflicting definitions for review.
🎮
Game & Creative Dev
Asked AI for a game design doc five times and got five similar answers? Paste them all in. Get one consolidated GDD with no repeated lore, mechanics, or world-building.
👩‍💻
Developers
Paste raw API docs, Stack Overflow answers, and AI explanations. Get structured documentation without duplicated examples or contradictory instructions.
FAQ

Common questions

What's the "Consolidation Log" vs "duplicates"?
We deliberately don't call it a duplicate log. Confract detects overlapping content — semantically similar items, not just identical text. Everything it consolidates is logged with a reason, and you can restore any item with one tap. Nothing is silently deleted.
Can I lose data?
No. Every merge creates a version snapshot first. The Consolidation Log preserves every item that was removed or merged. Version History lets you revert to any previous state. Your knowledge base is append-only by design.
How is this different from Notion AI or NotebookLM?
Notion AI generates content and helps you write. NotebookLM answers questions about documents you upload. Confract does neither — it takes multiple messy inputs and converges them into one clean, deduplicated master document. It's a consolidation engine, not a writing assistant or a Q&A tool.
Where is my data stored?
Currently, all documents are saved in your browser's local storage. They're private by default and never sent to Confract's servers. Future versions will add optional cloud sync with full account-based storage.

Paste chaos.
Get clarity.

Free to use during beta. No account needed. Just an API key and your messy notes.

Open Confract Read the FAQ