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Notes from the audit room

Diagnostics. ROI math. Quick Wins.

Patterns we see in audits, written down. Each post is one specific thing: a diagnostic checklist, a piece of math, a Quick Win playbook, or an opinion. No "10 ways" listicles, no AI fluff.

Cadence1-2 posts / week
AuthorJon Klinger
TopicsOps, ROI, Quick Wins
Length5-10 min reads
Cohort 002 · June 27

Stop reading about automation — build it in a day.

The AI Agent Build Intensive: one hands-on Saturday at COMPASS Raleigh, your own stack, 12 seats.

Reserve a seat — $399
All posts

More from the audit room.

Chronological list, newest first. Every post is one specific thing.

AI AutomationJun 13, 2026

AI Workflow Automation: Complete Guide for 2026

AI Workflow Automation: Tools, examples, and ROI for your team. Complete guide with use cases for sales, documents, and more. Build your first workflow in days.

Read · 18 min read
Connect Your Agents to Your Most Sensitive Data, and Prove They Behaved
AI InfrastructureJun 3, 2026

Connect Your Agents to Your Most Sensitive Data, and Prove They Behaved

Software guardrails give you a promise about how an agent will behave. Hardware attestation gives you a proof of what actually ran, where, and under which rules.

Read · 6 min read
Quick winsFeb 21, 2026

Five Quick Wins you can automate this month

Five high-ROI, low-complexity, 3-week-or-less Quick Wins that move the needle on day one. Pick one. Ship it. The next one gets easier.

Read · 7 min read
Quick winsFeb 21, 2026

A practical guide to invoice processing automation

Five steps from intake to GL. What to automate, what to keep human, where to put the review gate. Worked example: from 5-day lag to 5 minutes.

Read · 9 min read
Decision frameworkFeb 21, 2026

How to identify which processes are actually worth automating

Not every painful process should be automated. The three-axis check: ROI, complexity, technical stability. If any axis lands red, you fix the workflow first.

Read · 8 min read
ROI mathFeb 21, 2026

The hidden cost of manual data entry (it's not the hours)

The hours are the obvious cost. The error rate, the rework, and the senior-person time it pulls in are 2-3x more expensive. Here's how to count it.

Read · 7 min read
5 signs your operation is drowning in admin work
OperationsFeb 21, 2026

5 signs your operation is drowning in admin work

The owner is the bottleneck. The spreadsheet is sacred. Senior people are doing junior work. If two of these are true, your operation is past the threshold.

Read · 6 min read
CRMFeb 15, 2026

The fastest CRM Quick Win you've probably skipped

Most CRMs have the data. Most teams don't see it. A nightly Slack rollup of the deals-stuck-in-stage is a half-day build that changes Monday standups.

Read · 5 min read