URANIA: Private Analysis System for AI Conversations

What is URANIA?

URANIA is a new system that helps AI chatbot companies (like ChatGPT, Gemini, Claude) understand how people use their service while keeping users completely private.

The Problem It Solves

The Situation: Millions of people use AI chatbots every day and companies need to know: What do users talk about with chatbots? This information helps: improve service, find problems, understand trends….

BUT: Looking at user conversations breaks their privacy

Now we have a solution for that as URANIA…

URANIA creates general reports about conversation topics WITHOUT showing personal information:

What it CAN say:

• 15% of conversations are about computer programming
• Many users ask about cooking recipes

What it CANNOT say:

OMAR asked about cooking recipes on Tuesday

What Makes It Special?

Compared to older systems (like CLIO):

Old way: Trust the AI to “delete” private information (no real guarantee)

URANIA way: Uses mathematics to guarantee privacy (called “differential privacy”)

Like the difference between “promises to be safe” vs “mathematically impossible to break”

How It Works simply

Think of it like organizing a library:

• Groups similar conversations together (like putting similar books on same shelf)
• Finds common words in each group (like book category labels)
• Adds mathematical noise to protect privacy (like blurring faces in photos)
• Creates general summaries for each group (like “romance novels” or “science books”)

We have Both good Results and Challenges…

Good News:

• Creates useful, clear summaries
• Privacy protection is mathematically proven
• In tests, people preferred URANIA summaries 62-70% of the time

Challenges:

• More privacy = less detailed summaries
• With maximum privacy, might miss some small topics

Let me tell you this with Marketing perspective

1. Market Research: Understand trends without breaking privacy laws
2. Product Improvement: Learn what features users need
3. User Groups: Find groups of users by interests
4. Legal Compliance: Analysis that follows privacy laws (GDPR, etc.)
5. Competitive Advantage: Offer “guaranteed privacy analysis”

Business Value

Understand your users WITHOUT breaking their privacy. URANIA gives valuable insights with mathematical privacy guarantees, not just promises.

URANIA is going to be first solution with scientifically proven privacy

• Complete transparency (open source code)
• Built-in legal compliance
• Adjustable balance between detail and privacy

Bottom Line

URANIA is perfect for companies that:

• Need to understand user behavior
• Must follow strict privacy laws
• Want to stand out for ethics and transparency
• Want insights without legal risks

Imagine a survey where you learn “60% of people like coffee” but it’s mathematically impossible to know WHO specifically likes coffee. That’s URANIA.

Were you familiar with URANIA – the first proven privacy system for AI chatbot analysis?

• Yes, I know it!
• No, but sounds interesting
• Never heard of it

Comment “URANIA” if you want to learn more about this game-changer!

#ArtificialIntelligence #Privacy #DataProtection