If you have ever set up Ollama or LM Studio, you know local AI works. The models are good. The inference is fast. For developers, it is great.

But hand that setup to a lawyer at a 200-person firm and ask them to analyze a contract. Or to a hospital compliance officer who needs to research HIPAA enforcement trends. It falls apart, not because the AI is bad, but because the surrounding infrastructure does not exist.

That is the gap we built NeuralShield to close:

A lawyer uploads a 200-page commercial lease. NeuralShield chunks it at clause boundaries, runs hybrid retrieval, and returns an answer citing page 47, section 12.3. Not "here is what I think", here is exactly where it says it.