How is Annie different from frontier AI models like ChatGPT or Gemini?

Frontier AI services — ChatGPT, Claude, Gemini — process your data on their infrastructure using their proprietary models. They are designed for broad accessibility, not regulated enterprise use. Three structural differences set Annie apart:

Data sovereignty. With frontier AI, every prompt and response passes through the provider's systems. With Annie, inference happens on infrastructure you control. Your data never leaves your environment.

Verifiable decisions. Frontier models produce outputs with no structured audit trail. Annie's Judgment Panel routes every significant output through a multi-model consensus layer, producing a structured record of which models contributed, how they voted, and why the result was accepted.

Continuous improvement. Frontier models improve on their own schedule and training data. Annie's Cognition Stream runs off-peak fine-tuning cycles on your own task data, so Annie gets better at your specific workloads over time — without your data ever leaving your infrastructure.