January 1, 2025

January 1, 2025

Secure AI Interaction Framework

Secure AI Interaction Framework

Secure AI Interaction Framework

A privacy-first platform that lets users deploy AI models and interact with them securely in real time. Built on confidential computing, this framework ensures conversations stay protected at every stage, including while the model is processing data.

A privacy-first platform that lets users deploy AI models and interact with them securely in real time. Built on confidential computing, this framework ensures conversations stay protected at every stage, including while the model is processing data.

A privacy-first platform that lets users deploy AI models and interact with them securely in real time. Built on confidential computing, this framework ensures conversations stay protected at every stage, including while the model is processing data.

secure-ai-interaction-framework
secure-ai-interaction-framework
secure-ai-interaction-framework

Year

2025

Role

Principal UX & Visual Designer

Tools

Figma, Jira

Project Duration

6 Months

Roles & Responsibilities

Leading design from zero to launch.

As the Principal UX Designer, I led the complete design of the platform from the ground up. I conducted user research, mapped core flows, and designed clean, responsive UIs. I built a scalable design system, wrote all in-product copy, and worked closely with engineering to ensure a smooth, high-quality implementation.

The Problem

The Problem

The Problem

AI tools weren’t truly private!
AI tools weren’t truly private!
AI tools weren’t truly private!

Most platforms only secure data during storage or transfer. But during live model interactions, user input is still exposed while being processed, which creates real privacy risks, especially for sensitive industries.

Expectation

Expectation

Expectation

Users wanted privacy without complexity.
Users wanted privacy without complexity.
Users wanted privacy without complexity.

It wasn’t just about deploying a model. Users needed a secure, private space where they could interact with AI confidently. The experience had to feel simple and safe, not technical or overwhelming like other tools.


Conversations had to stay completely confidential, even from the platform itself. Trust came from designing privacy into every detail without adding steps or slowing users down.

Nissan GTR
Nissan GTR
Nissan GTR

The Solution

The Solution

The Solution

We made private conversations with AI feel simple, powered by Confidential Computing
We made private conversations with AI feel simple, powered by Confidential Computing
We made private conversations with AI feel simple, powered by Confidential Computing

Through our platform, users could deploy their own AI models and start chatting securely within minutes. This was made possible with a technology called confidential computing, which keeps data protected even while the model is running.


Normally, when data is being processed, such as when a model generates a response, it becomes exposed in the system’s memory. Confidential computing solves this by creating a secure zone inside the processor, including GPUs, where data remains encrypted throughout the entire process. Not even the server or cloud provider can access it.


To reinforce trust, the platform also offered attestation reports. These acted as digital proof that the secure environment was active and verified, giving users confidence that their data was protected from start to finish.

Design Decisions

I DESIGNED THE DEPLOYMENT FLOW TO WORK IN JUST 3 CLICKS, WITHOUT SACRIFICING POWER OR CLARITY.

My focus was to make model deployment feel effortless, even for users unfamiliar with backend systems. I started with a flow that required just 4 clicks to go from model selection to conversation. Later, I refined it to 3 clicks by removing friction while still maintaining clarity, control, and feedback.


New features were added even after the UI was finalized. Since the layout was designed with scalability in mind, I was able to integrate these updates without disrupting the overall structure. It was challenging to fit more into already packed screens, but a modular and well-prioritized design system helped keep the experience clear and easy to use.

Classic Cars
Classic Cars
Classic Cars
Car in Highway
Car in Highway
Car in Highway
  • More Works More Works

let's WORK

TOGETHER

BASED IN Toronto, Canada

Product Designer (Saas)
+ Motorcyclist

Toronto based UX designer crafting clean,
human centered experiences for SaaS and AI.
Also into motorcycles and good typography.

let's WORK

TOGETHER

BASED IN Toronto, Canada

Product Designer (Saas)
+ Motorcyclist

Toronto based UX designer crafting clean,
human centered experiences for SaaS and AI.
Also into motorcycles and good typography.

let's WORK

TOGETHER

Toronto based UX designer crafting clean, human centered experiences for SaaS and AI. Also into motorcycles and good typography.

let's WORK

TOGETHER

BASED IN Toronto, Canada

Product Designer (Saas)
+ Motorcyclist

Toronto based UX designer crafting clean,
human centered experiences for SaaS and AI.
Also into motorcycles and good typography.