"Automate Your Repetitive Tasks with Intelligent AI Solutions"
AI is setting the stage for an explosion in software entrepreneurship. Barriers to building new products are falling — but barriers to building the right products remain. Mosaic-AI exists to remove those barriers by combining deep product management discipline, domain expertise, and AI acceleration tools.
Our work happens in two ways:
Building the tools and processes that give AI the product management discipline and context it needs to accelerate successful products.
A new model for entrepreneurship, bringing teams together around the right ideas to launch market-ready AI solutions.
Most people assume AI alone will make building software easy. The truth is, AI can't solve the two biggest reasons new products fail:
95% of software products fail within a year due to poor traction, and half of those because there was never a real market need. Product-market fit requires disciplined product management processes — something most founders lack, but that AI can be trained to guide.
AI code generators don't "know what you mean." They need a disciplined flow of context to produce software aligned with intent. Without it, entrepreneurs are left with code that doesn't fit the vision.
Mosaic-AI Development focuses on solving these two problems. By building tools that feed AI coding environments the right context — rooted in proven product management discipline — we give entrepreneurs the ability to build products that actually hit product-market fit.
The Collective is a new way of building AI solutions — one that aligns incentives between domain experts, builders, and early customers.
Not every idea qualifies. For an opportunity to become a Collective project, it must meet certain conditions:
Who knows the problem inside out.
To frame the solution and ensure adoption.
To build the agent.
To position and promote the product across AI marketplaces.
To provide early capital and share in future returns.
Each participant contributes to delivery and shares in ownership of the resulting company. The outcome: AI solutions built around real expertise and real market needs, validated from day one by an actual customer.
Mosaic-AI provides the tools, frameworks, and acceleration to speed time-to-market and improve product-market fit. In return, Mosaic takes a small share of every Collective company it helps bring to life.
Mosaic isn't just about building AI products. It's about applying deep product management discipline to ensure we build the right AI products.
Whether through our development tools or through the Collective, we're helping entrepreneurs, domain experts, and businesses turn their knowledge into sustainable, market-ready AI solutions.