Developers want to run sophisticated AI models locally but face hardware limitations. Current optimization techniques require deep expertise.
Create user-friendly tools that automatically optimize models for specific GPU configurations. Focus on maintaining quality while reducing resource use.
Offer both one-time conversion tools and subscription-based optimization services. Target indie developers and small startups.
Start with basic quantization support for popular model architectures. Add more advanced optimizations over time.
Hardware fragmentation makes universal solutions challenging.