Product updates, architectural thinking, and notes from building engineering-file infrastructure.

A 96-output comparative evaluation comparing specialized document extraction APIs (AWS Textract, Bedrock Data Automation, Reducto, Extend) and frontier multimodal AI models (Kimi K3, Qwen3-VL, Pixtral, Nova Pro) on complex technical drawings.

A frozen, reproducible re-adjudication of 48 saved extraction outputs across Kimi K3, Qwen3-VL 235B, Pixtral Large, and Amazon Nova Pro on complex engineering drawings and submittals.

What 48 saved extraction outputs from AWS Textract, AWS Bedrock Data Automation, Reducto, and Extend revealed about engineering-document interpretation—and what the results do not prove.

Rine has been accepted into Intercom's Early Stage Program, opening the door to explore Fin AI Agent and Intercom's AI-first customer platform as we build dependable infrastructure for engineering files.

Since July 2026, Rine has participated in AWS Activate, Amazon Web Services' startup support program, utilizing cloud credits to support disciplined experimentation, representative-file testing, and engineering infrastructure development.