Vextren / Industrial quotation operations
AI for intake. Controls for decisions.
The application combines model-assisted reading with explicit quotation rules and human review.
Model layer
Our staging application has successfully invoked Amazon Nova Pro and Meta Llama 3.3 70B through Amazon Bedrock. They structure RFQ text into reviewable fields. Model access depends on the configured AWS account and region.
Decision layer
Catalog selection, supplier data, integer currency calculations, margin checks and approval gates remain explicit application rules. AI is not authorized to approve quotations, email customers or buy products.
Data and deployment
The customer application remains separate from this public website while company access, persistent storage, backups, usage controls and recovery are tested. We are not claiming a completed independent security audit or a production service-level guarantee.