Where Should AI Stop?
A model can make the decision. Should it?
Compare a model-owned quoting workflow with QuoteSnap’s interpretation-plus-deterministic-pricing architecture.
Explore the architecture behind QuoteSnap AI. Compare an end-to-end model-owned quoting workflow with a system where AI interprets uncertain information and deterministic software owns pricing. Change the contractor's rules and see how the same AI interpretation produces a predictable new result.
Fixed job interpretation and a deterministic pricing engine. Regenerating Architecture A samples from a recorded set of model-owned prices.
Related research
This archive contains independent research, experiments, architecture studies, and technical observations. Some findings are exploratory and should not be interpreted as peer-reviewed scientific conclusions unless explicitly stated. Architecture studies of third-party products are based on publicly observable behaviour, published technical information, and engineering analysis. They are not claims of access to private source code or infrastructure.