Ensemble.
The collaborative AI workspace.

Background & Motivation

This project represents my conviction that as AI transforms our individual capabilities, we must protect what makes human collaboration special—the diversity of perspectives and the magic that happens when different viewpoints converge.

The Problem

AI tools are making us work alone.

Today's AI tools are making individuals incredibly capable. A single person with the right AI can now design, code, and write like a team. But this power comes at a cost—we're retreating to our corners, working in isolation, and losing the diversity of perspectives that makes teams exceptional.

The truth is, the best products aren't created by super-powered individuals—they're built by teams with different viewpoints collaborating effectively.

The Solution
A Multiplayer AI Experience

Ensemble reimagines collaboration for the AI era by creating a shared environment.

Image created for concept visualization purpose.

Real-time

Teams work together in real-time across disciplines amplifying team collaboration.

Specialization

Specialized AI assistants enhance each role's unique capabilities.

Shared Knowledge

Cross-functional knowledge flows seamlessly between people and AI.

Enterprise

Enterprise security and governance ensure compliance and control.

Unlike other collaboration tools that treat AI as an afterthought, Ensemble was ideated from the ground up for multiplayer AI collaboration.

How It Works

1

Set Up Your Team

Create your project and invite team members. Each person connects their preferred AI tools and brings their specialized expertise.

2

Train Your AI Assistants

Upload company documentation, connect knowledge sources, and establish project parameters to create AI assistants that understand your business.

3

Collaborate Across Disciplines

Work together in specialized workspaces where designers, engineers, researchers, product managers and others contribute simultaneously.

4

Let AI Amplify Your Team

Each role works with specialized AI assistants that enhance their capabilities while maintaining cross-functional coordination.

Key Features

Real-time Collaboration Engine

Bring your entire team into a shared workspace where everyone can contribute simultaneously while maintaining their specialized perspectives.

Multi-user Editing

See changes as they happen across design, code, and content.

Specialized Workspaces

Move seamlessly between purpose-built environments.

Session Management

Automatically capture key decisions and insights.

AI Orchestration

Connect specialized AI tools that understand each team member's discipline, while maintaining shared context across the entire project.

AI Marketplace

Find and connect the latest and most powerful AI agents.

Cross-assistant Communication

Ability for specialized AI tools to share context and coordinate responses

Collective Intelligence

Synthesis of multiple AI outputs into cohesive recommendations.

Project Intelligence

Train the system and gain visibility into the organization's collaborative patterns and project outcomes with advanced analytics engine that seamlessly transforms team interactions into actionable insights.

Training Hub

Connect company's documentation, design systems, code repositories, and other knowledge sources.

Impact Prediction

AI-powered forecasting of potential project outcomes and metrics.

Cross-team Insights

Identification of relevant work happening in other teams.

Work in a permanent hackathon mode

Ensemble would reduce development cycles, eliminate handoff friction, and create products that benefit from diverse perspectives.
Deliver better products, faster.

FAQ

Unlike traditional collaboration tools that focus on documents or tasks, Ensemble would create a shared workspace where both humans and AI assistants collaborate in real-time. It preserves specialized perspectives while enabling seamless cross-functional teamwork.
Cross-functional product teams would see the biggest impact, especially those involved in digital product development, software creation, and innovation initiatives. Teams with designers, engineers, product managers, and researchers working together will experience the most significant improvements.
Yes, Ensemble would integrate with popular enterprise tools including Jira, GitHub, Figma, Slack, and many others. Our API also would enable custom integrations with your proprietary systems.
AI assistants would be trained with your company's documentation, design systems, code repositories, and other knowledge sources. This would ensure they understand your specific context, requirements, and standards.
No, Ensemble would support both synchronous and asynchronous collaboration. Team members would be able to work together in real-time or contribute on their own schedule, with the platform maintaining context and continuity.

Credits

The Ensemble platform stems from my personal mission to reimagine collaboration in the AI era. Claude has been a thought partner, helping refine ideas and articulate the concept with clarity.

Ensemble. The collaborative AI workspace.