
RFQ Automation for Manufacturers: What Should Actually Be Automated?
Why letting an AI calculate pricing unsupervised is a mistake, and how to automate the heavy information preparation layer instead.
First-hand engineering analyses from building production automation pipelines, deploying document extraction workflows, and training technical teams.

Why letting an AI calculate pricing unsupervised is a mistake, and how to automate the heavy information preparation layer instead.

Why basic keyword alerts produce overwhelming noise and how to design a structured opportunity review queue.

A step-by-step breakdown of an automated pipeline turning messy incoming attachments into structured quotation line items.

Navigating legacy industrial software, ERP portals, and government databases that refuse to talk to modern tools.

A pragmatic framework for choosing between low-code visual automation and custom code in business workflows.

The mental models that help operational teams and students understand how software talks to software.

Engineering techniques for chunking, vectorized cleaning, and memory management when Excel breaks down.