Production AI Notes

Practical writing for AI work that survives contact with operations.

Evergreen guides on choosing workflows, mapping integrations, evaluating risk, and shipping AI systems your team can actually run after the demo is over.

Purple Orange AI visual identity for production AI workflow systems
Built for operators, founders, and technical teams deciding what to automate first.
Product Beta 4 min read Updated May 12, 2026

Violema Controlled Beta Opens June 1, 2026

Violema is our proprietary AI coworker platform for recurring research, execution support, and workflow automation patterns. The controlled beta opens June 1 with real workflows and human control.

Read the beta note
Workflow Sprint 6 min read Updated May 12, 2026

AI Automation Sprint: What a Two-Week Build Should Actually Ship

A practical guide to scoping and judging a two-week AI workflow sprint: what should ship, what should stay human-reviewed, and when a sprint is the wrong move.

Read the sprint guide
Workflow Audit 7 min read Updated May 11, 2026

AI Workflow Audit Checklist: How to Find the First Workflow Worth Automating

Before you buy tools, hire an AI engineer, or ask an agent to touch customer data, run this audit. It helps separate workflows that can ship in a focused sprint from workflows that need cleanup first.

Read the checklist

Want the audit done with you?

Bring one workflow that is slowing the team down. We will map the inputs, tools, risks, and likely build path, then tell you plainly whether it is worth automating now.

Book the free workflow audit